{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets.dtu import DTUDataset\n",
    "import torch\n",
    "import torchvision.transforms as T\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = DTUDataset('/home/ubuntu/data/mvs_training/dtu/', 'train', 3, 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs, proj_mats, depth, depth_values, mask = dataset[0]\n",
    "unpreprocess = T.Normalize(mean=[-0.485/0.229, -0.456/0.224, -0.406/0.225], \n",
    "                           std=[1/0.229, 1/0.224, 1/0.225])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Show an example training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7fda3b092748>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAD7CAYAAAD+dIjEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOy9aZQk2XUe9sWeEblXZe1V3dV7T8/Ss4JYCBAERYqLZIqySImmLNKSDVuSdajFsiDz+BxbOrblcyz5SLRMCaJI2bRMkTJgAjRIgCRAEEPMAJh9umd6r659y6rcl9jDP+73omewDESCI/YZ5vvT1ZmRES9evHjvu/d+97talmWYtEmbtEl7Jzb9D7sDkzZpkzZpb1ebLHCTNmmT9o5tkwVu0iZt0t6xbbLATdqkTdo7tk0WuEmbtEl7x7bJAjdpkzZp79j2ti1wmqZ9r6ZpNzRNu61p2kferutM2qRN2qR9o6a9HTw4TdMMADcBfDeAbQDPAfjRLMte/wO/2KRN2qRN2jdo5tt03ncBuJ1l2RoAaJr2bwD8IICvu8A5ppN5tockSaDxsySVhTfLMqRchG3L5HepHJTJ97xGfj71Z8pz6LoO0zQAAH4QAgAMXc9/d++36jo2Mv5tGfK7sR/kn+XHZ2/so3xkGHLeJEnz49U/uq7nv7VtCwBQcBwAQBRG8EpF+W0UyblME1EcAwBi9ZluwOC9qHvP78UwAbz5Xu79/9+tpUmkbgsa8X2SJND5n2RK+h1FUX7/6lpRLM8lS1MYHDdDl+tnmia/AeDYNgAgDCNYtsnxcPiZPB8/8PNrFrwCO/KG8/LfOEmgsRtqrHqD/puH4A0tQwaNY7Jalf5q0N40f9740zSJoal7TxL5Lsvy4/NR1rR7E4//WPx/nGX5hxnnrqbdmysaDakgDPPPvrrFaQaTzzl9AygxOb6Jmn+6ll9LS+N7fQNgaAZSvkNpKp91mgXwtND5WsVaiiSS33qeK+fnd1EQwOLz03ntYDxGxpNkHCNoev48VHfVvC1YGnRT5pFpFr7u/f5e2vre2lGWZTNf77u3a4FbArD1hv9vA/i2Nx6gadqHAXwYAFzLxQfPfie6vR5sTqbuKAAAxEkIP5AXY2VB7qEzGAKQBSzmdyYHDDpgm5wwvgxwwS1geroCALh1R7pVKnryO8vMF5kklodzYnkRSSZ/z9aqAIDXrt9CxMnp2PKgUj71MIoQhHJ8tSqLVLc7RMzj0yhhP1xYXNhOnVgCAJw/cwYAsLe5g8e+/T0AgP7eDgCgPDOH3eN9uef9pvTbraBSK3Fs5PyVktxLoTQFGBwHcKLBwFe3FCn0b+CdGHR2Efnyt+3JMf1uPx+j7o8uAgD293ahhZzAvNbusSwscRCgVpZxKPIFSU0Te7u7AIAzp1YAAOsbu1hamgMArJxYBQBsbcvzuX77FjxLrvnAYw/KHXVHqE3L8yiXyzIu7TY06Qb2Wm0AwOe+8DvyQZYiSdXLnvDeM5hcRH7uj8uN6qYB05RXQb0QUcZ7bzdhuUVeqyunTWLoHOeYi4lp6tB5Do3zY6Eg/z8aB8ggi0Lsy9y1HAMVjpGhy33e2dpGjZtcmj8/6UdrFKHB7wb+WK6pG6h50o9hLP0o2QY3OsAZHclxhly7UqhjPDMl9xXIeT/1zy7CcaW/Lp97Sx+jvyfz7fITj8g1RzLI2+sbWFqUueuVZXG6+eoriArydzboyX3aJRwcHAK4tzhWpusAgPMzForzMo9mGufwrba/8N/9yMY3+u7tWuC+acuy7KMAPgoAdbeWaWkCS9Mw4ktjKgTlFmBz8Woed950jmq9jECThxNxm0iSGH5IZGPIQ0+zDLsHMvnLnFSlgiwKlmVAM9U5BD20ul2U+MD2j1oAgP54jLnGNABgY1Ne1LmGPDBoGjLIUxwOZZYMRyM4rrzcGl8oP/ThckJGmRw/7smioFkmrr3wEgBgcXkBAPD8Cy9gdUUm08llWRQ03YTjSt/bzQMAwIjXHAz30G7LGJ08Kwun7RQB9m1AZFMqlfHVTb1O0DTEsZyvaMv9bW/egE2kdXhVzt8fDJHq8lk4HgEAdIsoOUzANQd+yg0oBUy+rFt7x3Ip00SnIy/8xsYXAABHbRnvTNNhetKrl597GQDwPd/xXmztyD13x/KSd9ttLEzNAwAKXFjKJdkAer0BNI2bDGFeBiDhXBkcyrVKCw0EA7nnkMfrfP5JCgTcUMOh3IuV6Sg3ZFEaBvI7b2oGnZYsKAaRyxE3ST1NEWvy24BQq+x4ODqUORka8tnJ+QZa3QEAwLZknvTHstG7OpAkcq1awea5YoQgErKSfFwcPqv5s+cBAOsvrwMA2p0mih1ZdP7tP78IAPjhn3oeT//a++WapoybM9jH/NkLAICrX5Gx120uYKaGXlMWv9vX5VxasYhKKnN9UOMi3+mhyHvoDOVZtfZls36+bWCxJfeyqa8BABrTFaxceFSupcu5/iDa27XA7QBYecP/l/nZ122WaWGuMYMmjgFdBsPxZKduH3fhODK4pqHMAi4YwxCDIdEczQJD0+E6MgFMS/7VkKLg0KyLlb0o/yRJghKRQqjJZPIcA0ct2a1LFbl2rVpFyMW3VpeJMPDlISVpBq5XOdo0TBMxzS27IOdHmiEK5cDOkbzkWJIFbKZRx/SsLKAF3u8FcxUmF5F97qiWa0HrSt8WpmSMNnfkXKcffACNxRNvGtvW/jam5pflXkpVfG2T/hhqTNs9lOuyyz/z278r11lZxKkV2XGxLPdyfOM6DpsywV1O5GUuNBeW53DjukzcuVn5bHGugX2+GCkXES0zcefWLRkjmk6PPiAv1vZhE4+963EAwO2rN2VcqnXEdzflvm7LQnfm8mVsr8u1LCKVhM8pBXL7SKEIQwM0bp4f3ZEF4K/YdxHw+5BIz7Bl0bZdB92mjO8UEUjY66ITyDwNfHnG8eFhPu8iZTZqMi6logkaE/C5MCdZjIzmWdWRse/5EcDPEm62ukWE6MeIAul3bMq/RdfBMJBNy6NlECUhCpk8o91dWXCTopxfN13ErvTxz/yNbbm2XcN7v+/zAIAvfOw7AQD9XoA/9ZPXAQB/fl7mzN/7y7LwzleXsefLc6xMzQIAynYJuz0Zoz43/0effA82b70CAGhM16RvobxffpjC2BXQ1W3KeQ9NE3v7Mp/ikbxD51dmUH/43QAAS+M79Htsb1cU9TkA5zRNO6Vpmg3gzwH45Nt0rUmbtEmbtK/b3hYEl2VZrGnafwngMxAn0M9lWfbaNzo+zVKEoY/DdhcNoqOEO2mx4GFIv0W9KjuBRVOo1+9jekqQRUanaBDHyFKikUh2jChOUaDPJDWV34gBCEPHMBQkpky/tc0mlucETfV7cu0s1WAqc4e7vUPk0uv34fP6Rc9j/3Uo73dK/5xtm7m5bRCZXb0mCObs6ZOYSgU5XSOqeeDSJbz8ogzboCum4aVHL+CAZlpIJ/KZB8VH1dvfRWV+ns9A+qjQ21e3eyEIOq4TQSy1xTns7OwBAKoLMgZxGOPajbsAgNcbgiyQZFheEP9ZbVr6fXQo/XLaXawsCzK99voNAMD62jrGEREtfaSGXUCxIs+76MoO/dLrcu+NmRncelVQxKXLDwEAfuWXP44/+ad/SO61Lyg28SMMe3LeD/wx2e2/8OyXeW9AmgdZ+OwyLb/7H6++CgCIujqcuYb8Tb9RkRbEaORDH8tvWx3xD1ZOr8DVGHCgi8SybYAmqUNfXLUic2E0HMH3aSLT4R/EMRL2aYZjcPegi1pVzLPmkczdAv14luciiQXZ2CqWodt45PIlucZY+uG1D6C74m+OOK9tQ/xi404Llkf3RFXcIE0tABIZyyf+lPguK94UDrfuAADc6hNy/kD60TnewIkLJwEAW9cFrbWP9zE/K8g7o//PtUyEvD44Vhbn/mwZSKtnAQDDsaDvUuBjcEPGN2C040qSoNL7HABg5bTMJ7so/Z6qft2Ywte0t80Hl2XZrwH4tbfr/JM2aZM2ad+s/aEFGb66ZbqOJx65gGP6vnYOBA0YMGDRh6UQWRLKFnb65ElUiOr2d8SnUPQ8HPfErp8yZSeLAx8GEdyYTtu+L4hlNIiRqTD5SD7zPBOKsDJTl/OP/TESFfYf0u+i/Fe6CcviSd4Q7LAUfUOd3zByP4QzJedVfhs9SpDQdzPsyzG9ZgvLi4KiMC//HjU7cBjRHA6JUEPx65QZmQLuMRbe3KS/7UET114SdBRyTA8PBbX5QQKNgYEqfXFnzpzDoCP+nOIvia/l7nfbmHFk+pR++goA4NTffhIAcGvtLlZWBDm6rviUHrp0BtdvrPF84p7dPTzCiEGWClHMuRNEoKaD7V1BU1ufll18drqKz3zmNwAAK0tyXLlcxKkTgr4yIijlqw2yFAqt6ZkagSx/IIUCI8xVD46ruB2Mnq4JOnFPzSMuCxJDTeZTNg4xZiDBLNMhnqUIOOgm6TBHxzKX0zTG8qz479oteVbt3ggWn2Mnkt+dXF7CIQMfVlkQipbI+NiGiaWHHpP76soxWqpj50i+LzBQMfBTpH15FwpVGVONwaLLH3oY3W15rzYP5HdBp4UikeZ8XZ7n2uY1zNYEMf2LjwjiswyxIIbw4F+VYEHMF6danUWnLYhv9Yz4NTdf/SKmy/LOtXxFOZHzR5GF8VDGZu6R0zLet7ehdwVppmRQJIMedm+L5dC8Jef3FsTHHMU+5pyvZQh8dZukak3apE3aO7bdFwjOsW2cXjiBQRrCIyo5MSs72FF/iJMlQTuHPdlFLEd2zThNMRhxJ4pIwg0inD11Sn57JLvVQNMRk+Nm0A9QLnJ3KwMufXodRRUIoxxpGQzJm4YFgyTGcSI7kstwfKBrqJAS0uc5LEOHSyqKTppIEETQueso0uhgKKhx+vQZPPM7XwIAnLsg/oksy9Bviw/wxIr4uwJ/jIAhwYceFt9URF6UZrvEaIDOv169+go2r12TeygLAmkUCnjqyaekn+TQtffF/7G7s4990hfaXUFrr736CuYXiazoczr9Gz52muLDapwQv8jc/yc78MxPPAGDyOnhS+Kb2dnbQbEmFJ2XXxC/4srqAlojGa9D8vw6AxmPaqkAm89lZkoQyHve/RhefEEiczNEl6kOLJFWE48Fub//XUI3+PTnnwEyUoVy/nOKqaL0I2NkMznqYG9L0GK9Lt9pRIPDtV3Yp+T8NlF9v++jUJexdPhswziFRbyQEAFn/Ncq2mgPOXfon3NsHRp9Tf0+UWx9Goku8/OCQkK7MlaNuYs5D69clPGw7CG6LenTHH1qx+3XUJ8jgYGRXmtavrv9+hbOrYpvcQyZ/6ERIjJlDtzZkMjm/PwSQi4N3/ljzwAApucucIy38Ml/LqjLor/txKlTuPZ58bUeXpH5Cs9Ah3Sg4pQg7CP6SgvpMI8WtwYyRnNnV3B4KO/3rCvjGGUatH1BqwnpRANfkFzp1Ems0dp7q3ZfLHBpmmDodxBlBmrTYooVi2JuBa+tYXpJPnMVOdeVSaCZFrJEBm16SqD09OwcSjRRvFVZ6JrNYwwGMvlboQxiykWqXJ5GTGar54nJkGUZTFMWtnFMHlLBy1nmHb6UxSIX2jdkLeiaIt+W4XMRMxiVqFaLGBF+KxZ4hZy0V27exsKMLGJT0zL5Do66OH9xFQAwYv+LpSJmPXm5NF366BD6pwBe/KI4ig2+oKfPnoV9QciUFx95giOuo3MsdIvuvrB3ekN5yQbjEUKy2EakuSDNcPOOmAo2Mwh6oxFM/r1PGoW7LqaR/3fWMPVfiznlkJNWsE3EYznvhfNyT3vtNgKmgHSP5RwFR55xlgIXzsiLdOW6mNMvvfwalhlEaR7Iglibq2NIl0SvLy/0UVsW2iRNc7NVpZqUSh40zo94JMeF1Qrcorz4oSLzZnJvup6hS7PS5jjbmoFIZcTQBI8RI6HZavBaPf5/WTNx3JPzqg3WskyEDEwZdMYfbR+iWJNnWpqi6+JIFiujUMZiXeZnEMribiVtXHpINv+U5vD8iVWkfK3dWQkG+C0Sxx0Te3dlobAduba1cAqDPQECNdJ8jCiEZ0qflk/JZuHMSn+2bu6heySbwSEXMG90iKFapBsythubR2gsiTlpDGTDLBGYpJYNXZPz1egCSoMmKtwAw0wWvf7xAPFpuX93W8ziMc1dS9OwSPrJW7WJiTppkzZp79h2XyC4LE0R+SNMTZcxYBbCgKbegw+fw4jO/yCTf+dIiHVdB1/6ipgsSzNi0iZBCDBdamdfdqZo5OMkw8zJbUFQ7WPZJWolD5YjkP/mLSGU2padU0LGI1I8jAgnTyzn3wNAsyXw2bQtFBkscIkk/e4YZ2m6He4K2hj7ESqkolQKgmxOLcuu+crrtxHwmrduCLoqVop46Tm5v4gUAc8r4dSK7ORfTX38zK/+v/jQ+4Qq4UzJtf0sxcV52UnTVMb0C198FleuSGBApafZNDd8389zDUcMxFiWlaPVo46gJcMwUOA4WAzgtI4kEOE4Djr/SLIyHnqf7Ogfs17O8ybvrpMgracw6ZhfJp2lTHS+trOHjS1x9J9dlHvZa7ewuio7+kUGGT77zLMoFuR5O0Rr23zu1bKLHk3ehEzsKIow5jj/zLEg2p9IXwEYR6i6Mg5ZqGglOqokDpemmLI1DGDRqV+nnzuwdHTa8hu3JOMyrQu6O/T9nHy8ysDGVj+Dw+yDlIGNcw+v4s6BoMq1ljzv1TNMizJsDIYy9gVTUFhlcQGtpgSH+h0Z00yL4ZjSz+YuswRmZPyy0S40R8a3S9Lw8qKJ7Zsyj+eXVwEA7d4RpqpyD62enGN5TjIffv4jLlIizpUq50zzEKurMsesgPSu4hDpWPo5UiY7zcxi4yQ6kfwdHwryHMY6oMu7OVuScdNqRYQhf3tO5kfKc7R3j2BPENykTdqk/VFu9wWC03QddqEIP0hQYhrKkA7dg50mYtrkp4nClLrD0f5RnqIytyKOTP94iHZfdsEid6vrmzs4ZiJ2jelN5SrTljJgb0+QgkO/m2UZ6DP/0KcfKkpimJtMDzohKKJMUu/G7i4GzMeMu/Rca8CwL+cY8hzlggObQYvOQHyBN+7IvbmWCZ85e489Kj6z/aM2mkwFOn1S0mKMSINLB3dKVPJ//aufBQB84D3vzpGbagUtQ7cpvrF//fFfAQAMen0UmGuZ0j+ofI1JliFiCppSpQj9EP6Yien0Qzqw0aDzf8x8zGPmurpBhDKjHb/12a8AAJY/fBK7m+JHma0Lyt04PMTFC+K83m0K+ttvkpyqmyjS2bywIuNdmKngylVxus/NyHi0D1pAlelx3NFHfBbD0RgZAzIqL7lgmTnhVPkanekSXPrNFO3jyff8MQDA2s0vw6BKikK02SjCEikj3b6cwzcizBaZItXlXGCSfiEEEvor24r07QJdpiQViP6vX70JuPMcQ0H9Xc6ddH4Wh12ZH839dRnH5gy0hIRgOu1nV0/h5nOSYte4KIGkow2xTKozM7AKJNvS36uHA8wq+stILId+N4DfVf5E6ePBviDF7/zLPu78WwluOfQBH7aOcUTUXCrJuYJxjKUZkuv1WR4nvsDm3gamGAjMOIeNDEiIDFOi+nEApPRTRvTZVRdk7pi+j4B+0Ldq98UCBwDQM5RtG6GvTAqZaJ6nYTyWib67Jy/B0pwM2NgPUSiLqff8i6LENOyPMMUXKElU0r2BKhejO2s0//j//YNDcO6jyCjj3Nws0kwmWBAx2X44zOFusSrHTVNp5MLZs9hvyst7eCCO1yCO0VWJ9Eo1yTRUUC+XtxlxcWg0ajjYEeftzrYsHAsrNWxu7LAf8mLMzczi85/9bQBAjQ78Jx4XR/DqhUv5cLabcp/PfOkreO3aHY6DXFzXzVxlQ1eyP3m/sjcILjETA8glhsZ/Tl5As1rGsCFugRJVLgpKsSNL4P+cLKquLRN4f2sbMQM7GxQ+KBU9HHbl7x2+QDU+g4cevIgHHpaFfu3mOgDgxq31PEJ6je6E+YUGolgm+u7uPsdK/m+ZFly6BDxX5QPHCNSGw7FPeyMMVN7wUF6kHVcW5pJTwiG5aCYVQSwvRm2eG1lTXiG976MZyGcV8gND3m+15KFqy1hO0bS+c2MLhi0zynLlOWaVGZw6K4GBWy/cBgAsL8s1N16/ihOLshmYc5Q/KlbRUAwALqDbd6/j0mUR7tlqK2ECuc/SeIhjZmoUXDE9d499GEOZs1VmpDiajxpdBZ0R1Vg4d6asEoo/LhH3rc/Ks4gOAxweCUgY9eX9PTXn4fah/H15gfw6CgkUbBN9vhtVqsL0wxg2XR0DZo7YFuBUmSXDOaOnVMsxXVj6hAc3aZM2aX+E232B4ExTx2zdw8ZuK5e8cSzmlvoBZgqyovvkEO3sCjq4u7OHhE7NMgML87N1dPuyU4xo8pU8D106PGdo3ikttU5nlP824o4eJRHqdCgrVYfAD3F4LLuIkg6Z/zZxUqdZhjR5c67h3HwDUzVBYnEqZsTm+i5WqX+2RaRn8PhauYRBTY4rU2fr1vXtXHBwlpkPTz/7AvqkVMxMCYK6eF5yUaGZSFLp77/5uGgb+KMxlubluC5Nt8SP8q0tprqK0q7TdT03fTUFM/GG3FUGCjzXwxzvZWdTUOYU0XRpqoIbf1IJJcpzTIIAJU/GtEzEN+yP0O1QwomCl48/clmOT5Kc09fpSb/9wMcmsxs29wXNZ2mCE4vSjyGVZVwGPwzXyrX7lMjmUbuFmPSN/2zudV7LApMJ8OhTgpIO+oIsym4HNs332wMKSDoFXF2nYolOln61BBB51KblWuu7Ml8GQYIKTcj+joyVU7AwZEBNC6XfD1y8hPUtXgNU2diVZz2IgFZH3BpnzwnKW9+6gdiQ87qGzGvfPYWtI85/Bkr0EilMVQ9hU+bHoCfvRugPcWJeUNKIJnN7GMBgEAV028TKGtQT6LH89oHvehYAsPXaElxaM2Vy+262ErgNmbO7iby3aq7rqZlTjI74/GfnZtDh+5VnpFglTFH9RJuTOXyssjiSFD0qs7xVmyC4SZu0SXvHtvsCwSVRgtZBC41yCTG3ij5X5yyJcciQdrFA4mwmSOuR0wvwKrJzjengHo589I5lF1FOSB0aHAYcFKM9DGRXnqnXUCSiUKoHneMjpBQSrFVkF1rvbuWy58ckkt6lOvCJ08tYoBpFn0ixYJvoULxxj2jNNAzcok8to+O6Tn/heOwjpQ9LiTqeO3cSka8EQGWnHnW7WCaB+cFHH5bxsKkCGw3wL372X0k/GCR57yMPIiAFpEkHfaZp0BX/ldgsl8NOk5wUqxCU6G8o/50cZxs6AhKeazW5h4wIe+3uHur0nXT7gjoqBQcWv0/4DKYbJVy7Lez5737/+9ihhMdkePqzXwQAOAyInFps4C613xz6hCrTNRw0SdchBWOZPlqn5MFhHnNzR/xznu3AY+5lzFSGKbcAiwgZrqDBUk/8lggC3NyiCOWSkM8NJHA5Z7oMyPTHISz2abdF7bRl6cdwMIbP43Q6O+MoBqckXI7ftS+9CL0u6Cwg9sjokz7/4AwO7sq8eO41ebZ6YmNABD7YFVrOOEjx0BLfCWbJ+HTy2wUXJ1YlQ+L6q3J80S3kwQvQoV9xCwjHguYSk75J+rsMTYfyRvfG8t13/Y0j/Mr/LNaKT9L8Yt3FKFGS5tTWYxDGNWyMEwbXmO2T+iM4VJmxSPsx4hitQ3nXtik8Wygr9e0st5Deqt0XCxx0Dbpro9UbgEFRVGnueI6J/aYsXk6BKRyhelE06BwoxU3raSEunpFIYmBI9O2lF1/Po6Ghqm3AC43DKGegh0yUn52ZQkr+jRKwnK5W0IwFQidcFEJmcDuGAVCkckiz+NSJFdxZE1NaKayaloOIjmfF2p6dlheq3W6jToe4irjtb+5hQP7brRtPAwAWT67ive9/r4wDv1u7KVy5F1+6gv5IJv+pZXkZyzMNXH/5KoB70kFadk+OStV1UAq8WqblkVX1LzRA5wTPuPg5tp1r+dfKsjgo5369VsGIETHDZCQ2TuHQ3Li7JlkRrmPjQUq2K67juVXhO+0fdFC7KJkMexRR9NwSHI/CAox2JkEEh2KZsQrErIgjv1qr4nMU7SwWKUYZRZhfoJuiI58Vlhcw8imCwHu5/pyYwEetNjTKvpu+LFx+LxK+JQCfC1a9ZCDlAj7sU8qeEklJDOiKZ8j5V6tV8mBH+1he4oGfwB1JypPaUHabqpaDhiI3Q4dzyMy6GPYp1zQv91TJCmhnTGrXZQGwExk/aOdx3JG/tVlmCBgp1tfI/+TCpTsmqoy2anTl6ErMM0kQkdVg0xwt1Qv44b8lG7eKv3/if/EQZPLetjvCdas0BAQEmYMGn8eQiyRMO5fMSnw5b3M0RIXvn+UobiYDSLqGEYMob9UmJuqkTdqkvWPbfYHgojjFbnuE6ZKNjLC2S4fqMRxQAxDHXUEnJVNWei0zc8eokgeqF508ibo8S3a1dxdUhUZnSD4UkUV/6KNCB2afZm449DEKWWeAnKm5hVkE3OVb5LeFzCvtdEbwmdhcYVCgubOHiHD9BBHF7PQMmm1BgQ4FL02qF8ZpimaPOZTMLhg6BYTkOdXJ+6q5Nl597gW5RkuoLHdo9vZ7HTRoaqlqVXe2tjHgedUYxUkKXaG0/CnQLH1DYEHPzdYM/T8rY/TweUFcF1ZP5fUWepRQb7dk/JYXG3jpiiCFKVUkplTBMetFFFklazwKUJ9iXq0m/X2ZlJCK5+FoTcySclWQS2swwOVLYmIp4dAwSfD8i1I3YG5Wxmh3V3b23nCQV/LyKbG1MlPGf7IkFIzeQD67ff0uzq4I2hnsiwk8YH5rpTYFr8K8ZAoNONMGQopCqIpfo9SEHsloFlnEpdOTZ+3aBlKKsM4zgBTZQI+sfNWKJRcxKR1agcjQlv4PurvY2ZFrnn9UCsE4lod0IM9r/owEmu5e38OoL/Ni+YTMBS2U96DZPELK8Uh4f6X5M7h4hkWDjigpH8UIyXHLYgamaL6WHA2+L++fTppLs9mGSTdJyECP45ro7Mv9m45892N/V1BxECR5rYwq5+sv/HqNlqQAACAASURBVI+zWGBeakLx1XKko8V8V53iqgGlyoKCDlv/5hW5Jghu0iZt0t6x7b5AcDoyuEgQhWku82PTn6EjQ0Y/h3J0pobsJrbmIIXsSMrHYWhAwGBBvSHoYH5uBodkWttk4o/oRC15bi5Xk9doLJioFyXftUfKycF2E1OkZcwvUe6Z2RGb+/u5moldEATXGw1QZ4Di9m364pwCNoguIkr7zFLKplIpIaM/0aOU08ryHDa3hABbpiCkYejoc5fcpApEh2i36LqokopRIYt+9/AQCp3lNSvTDKna25TaBlv2Bkyn6CLQtdzPde6soIEzZ07jJsUIweBLiVSB/b1DnLsgSO/u7XU5RQyU6FWfPyu+tVdeeQ0ex6uxIP6ZK1fEBzVdncfgiGiXih2nKhW8+JL4E72Sy+7HKJZIc6AiykxVfJkLJ+Zx5VWhghRYAGaqYCIaCdrOfZK6jY09udat7efkmpQt6rc76LUYjDi3KvfiOhhT/kijgCpMHQbRe4951FWiOz9OUXDkGWyS9lGbacCiTFGxQvQTxbmM1pkFBrd2mIGzsIrvfLcQuT//sU/INZFBJ03k+Eucw4YBk0KausZKWMxhXWwAXU2ekV6U74zUR0blHovKPGl3CJPBPuUrHgzkPgdjwFXAifN1kOooKIuHJOcf+cg6fu6/l7n9vT8paH7Yp1S9CYQ0JyJaRVPVElp8tg+9S8pn2mfP4w4tjW1drrW0IEj7uDvEOM+4+cZtguAmbdIm7R3b7g8Ep2so2RbskpdX4x5xdS5YVo4kTE1VcJcdyrRi6CkrnPN3tufAY0SzvSnIabpexT71pFR9T8NQhUEKqJZlV9hn0RR/GKPIvMaaKtJh3qsnGjNaOEOEttts5elYVQpIJkGIjLHJBuunjoIQKaNCVRY1cRitmip72KMWWYOfrW1t44WXRawyUdEs3IsWqvJ3HyDhOMsydFgkJ2XIfa4xg+/9i4KKYkZdf+EfzudRVC3PI5N/tDTLcwFVi//CImYpQKqKFB80D/Ic3oiRsLl58ZPMPnAKn/30Z2W8Gf3KTAOtrqCMLZJ0C56DHnXubj0jz6pE1ZLKwjxm6eNbmBI0PbV8Gh4jsbNUFfn8b/4udvbkt9///R8AALz8ktxv8+ot1CpyvgtE8/9R4yp8Ipzz9NndOmrB5X0FjJQmnCe2niCj5dBnYevGCQsWn63H590d+NCUj45od8R5YkBDyBzU+pQgcX8EjGlNTFcZ0d8ZYYn1bAMiw+qcoKCFEzZ+85c/DgA5+i6YRp6mFncE6VdqVWi8Vt+XOVary3PR5oroXJMUvmqR+bWDEYxI3o1TK6LhF3tb2KE/NWSqYsK+ZkYGn9SUIFR5voBP/pXFqPzRAPievyl9cvi+lgpKoWQAk2i+PSb1CzpSEoNff0VQdGFmBvt9QbDFeRmHEeljjmPAoy7iW7X7YoHTNA2GYyFNMuroA3wXoWlRzi9SSrYlljJ3NAu9SFUOYjHcUYiMeXRBKM71k6dOImJA4OBIFR2mEmsQY2+fEHokk8VxC9jg4ji/KC/2qDNCtSITRhX7rdAsrQdluFTqPSD3rWDqqDDHUCOFZTwc4fxF4bC1mZBdZrh847CZ58s2KV6opRFWT4r5sE6qRLngwCLFZZESUSdZW3V6ZQkf+A+EFrFD8/Vn/l4VVz8t9S51Rl/+/N/8XE51Ufm6v/i/ykuQIkNGs8Biv+cWF/JFtE1zONPSXPRACQi0O3LvV65dg82QP1NRcWJpDjdvyeQssKBzzavkFepVwezVFeGBNabnMM0kcM2QRWrt5lVcfUUWr2Uukq12GzGpK7/6SandoIRLgzTGacof/RfLwgEszl5EZ1NoNQd06J9aqOHOjvRdVacv1+Sa0XGE+cclsLG7I/e+t9WCVVH1FOT+ok4I0DxrzJMT2ZLjj/pDlPhsH3n3BwEA127cxplZ8tUiVsQ6t4QhRTvDWDZpVaD8cK8Dh8E13WSR8XGS1/SIKT8URWPozL4ZD7i4l2S+vH69jySW4/d3yR2sTKFQkjnW3JXgi12qo94w+BxkE/jyM8Kbs/UQSoQBhtqcC2geyb1qNH3DGJipyfxPuej59IasLE8Bjny3vS2/izQdiyclGNe9u8HjI5Q9bgikHTVozm80Ozhx8psvcBMTddImbdLesU1TRM8/zDZbns5++MnvR9Fz4dJ0zEgitDQTGikdbe6IGuuROlGEAld0I1PVxDXEpBzErKdaXjiJgx3Z8XdZrUtlOsZZihFpH5foGL9zexMe5dFd5RifnUVC1HflqqAIlzuqYUqIHwBS0lyqRRczZNQPaPYYmY2AlciPD+RellgxvlAq4piCkapmqh/4uLMhJkVGk7JgOaizWpJNU3yGDPsHHngQHd7fo39CpMv7wwFCUlgcUiv2j1rwWXOiz3tXNSv0LBWbA8DHf1rQ1CMPXkBEs6T4N0T4MAlTBP9UxqH9I4Ikv+/7vw8A8MlPfhytY7m/eebBrm9uwyORudMRs+M7nnocj77v/QCA3/n0p+Wz7/0BAMCNl55HhUGLeQqNdg62wRRKxHRqF2wLzzwrtSxqzJ7YOxKT60LVxo/NC4n1LNHE7XYLtRoFOtvMZikDjiO/7bDq1E5L0H8WRzDpYqgzM6G9toMSa8aquhzdIMGIhPEa63MoNHOwtQuHLomzpNn4Awu9UPJqawywjJs+plkvYp/ocqooz2Jn8waGPcrd01xMND1HKMqNUywUEQQUKqWrwVtYBQAM2r2cWmGXWMO1Oo0aq4atkzcbta5jdlkkkfqsQO8wGGQUDPT25Ln3mEtbdIw8VqXz3QzTLA9qKTdFGss9lYueShrKCeaf+aen0RuwhsSmmLZxpYhM1TCx5foBc63LxTr0RI7/2S9/7IUsy57E12kTBDdpkzZp79h2X/jgTEPHVMlDFvqIVMXwmI5X34fHXaxSVJWAmJ7i+FDe8Yiyz0aiQTdkNyszDzHohdA0RQmQa5aYfnM8HMHlOr/NCj4Fx0ZCxGJVpB9mwUKJihTve4/4o26zEEu31UW/p0ib7Jul45gaZzqRVn22DIfFTQKfNBX64ILQx9mzqwCAa6wBee3OGgpEjbOsatXv+Qjpc/KIHpoHgvwalW143I0vKirGa9dRplPdoB+oVCni9jqLzpDwaXD8dM3E+VNCBfn7P09R0HQPv/A/MB3rf5MCMDu7B3B4vmpJjgd9P73jDmzuvNuUHT+9tIhUFazpyTgHmob1DSHWrjwiyPA6K4A98NhlDFuCcPr07Y39CAn9nxvrkgfcanXQ7JAgnamCJHIvP3XhJljICTfXBYlkhRLae4KiV+pyf5t7IzTO069FCsQcq7fXpuexdyjXUmhtBwYcJaDHAIubZDCUigmNovGR+FKLlSqqJHT3Wb1sZvUpxEzpam2S9OpZIMhGnb7L16/KeGhZlmsIeiQSe6mOPqkaijLhFVyAc4Y1fjDYYJV614ZFv+1Sgz6w/SO0CIsfOClI+TV/Gj2mQfXDe+RtAEiDYyQ6FW4a8m+n3UZEInOFTtcoiPMiTQWLQT8G2LK2D7fMVC3mhGfQ8hS0MeFgdngM45z4rBXDSeVdwwa0kBkAb9F+3wucpmkrAP5PAHOQVeajWZb9Y03TpgD8EoBVAOsAfiTLsvY3ORt0XYdvWnCo3BlonJmajwTumzpr56x7ExFNbFVFCoaOSBVE5hxcXrSxeEbY39FLctzeoQQbHLeIfigT8dsekXJ9z3/lVTxyWRaIm9flxYgbKXYYia1Mi3NTFS3W0gyLjMi1h6pmgY42I2EXTogJOex0sUe5n5gPW2MiuatFedFfl47uh86dxhGL4fZVLQRdh8fKU2oxjeiAbbeP4JQk4PDLPy2Lzp/9awmaTHg/uawqNNl4jtHZfOHny2MbBmrMA07oGrhxbQ1/+2ek1sPvfE4S4LfjD8Gj9FSJ/37iU2JmLq4u4SVymk6dkmsONWBvTRYzgxI8WgYk5K65lizC1ylkOe4foV6Xfhy26XgfDeAxE2C/Kaz74WiEalFJM8lNXJ6Wc91oDjBNUdAKRRlG0FBIJbDRZrWnh9//bmxu3UvGB4C5ohx/eOt16OQgjhgYwnCEIs9x1GIy+pSNksfcVpppPk3WD/3AD+HF52S8B8wy8No+YkZnlxfleR+MA5jMGNiiqMA4kOeeZRpKJKBZzAIINAtn5mSRTury3LeuXcPDj4q19vKrzwMApsnf9MMuOlvSj9PzEjF19RhpQ+ZKr8PAl5lAd1jwmdw4jxHto/g8Hn5SnodKpu889yxilq5MuYFrepLz5MbkfBYsvpCOmTMhwKyFcDxAxjolPoVD3UYN41C5ZuhS4pgm4wyt8T3O5jdq34qJGgP4W1mWXQLwbgB/VdO0SwA+AuCzWZadA/BZ/n/SJm3SJu3fe/t9I7gsy/YA7PHvvqZp1wAsAfhBAB/kYf8HgM8D+DtveS4ASaqhalmIFBLjyu37US6pMoyo+FBQ9aTiPHeyyHy37misFHdAKwk7+zsY3hUzLmVup+JbZcEICR27X3leqAT1Rh1bzKPr+0oYcAxlDm/REa3oCWcfOoNXXhLTrUDKxGxtPs8HrSmBx/YA+03yehTfi87bjeMOjlhftMXczjRJchqHxwyFomsjoYpJyt2swEDI4VEHe6SHlFkY+crrNzFP2sJXviw5rJ7t4GEGVCKe4xQrgHVGQzz/kuzyFdItFk8s4hUWa/717LsBALZjYEyE2lsTlDtkzquHcl6vYnND6Da1Wi2nYIB0n/OXH8CISKxEc/GD8+8CAPzGb34RwUjM4jbN/zgJMBoqGkKa938cyT59sST9/fDSLQDAaGihRTqJoZRaen3ERFgqx/XZzz6NBmktAaHsuEgU4XmI6U7o8Hmff+gEWk25V6ZjwrV1BAwMDJgviZqYfM/89tOYrstztmblM93MEPaISsoyUcO0iM09ybwIKHWkOJ1xco8uRXodjIoLlEXW3TRl0i8+eBnPPi8FuRfJHTMsQaOWNY0oEmT43AtC+0gSDSvkFg5SGYOCW0D1BEVEt1nnlHng0eA19BviotndF1qJ49iwyCPsMlCgmxZs2uomQwlhQvpWEEDj8UlG6aUgQsFlxtK0BHW0WhWg/NgwluNqDDwNxkPoX1NX7mvbH0iQQdO0VQCPAfgygDkufgCwDzFhv95vPqxp2vOapj0/Cr+5MuekTdqkTdrvtX3LQQZN00oAPgbgr2dZ1tPewILPsizTcqr8m1uWZR8F8FEAWKjNZECExNBhcEUfBpR/nqpiQJWP6Xqd36miIgZM+gFymkMc5fpdCZdvI0mx8oD4GXzqSUX0lb3wwlUEpKTMlwQxDPpj1En7mGaVoPWNXTz0uCg2rD39ZQDAAhU+7ry+jrkZ+a0iHG+221iZEuS0u81iOUsL6FAkskJ/ypj9NjUdBCW5MKRXLsOio3afKiS6niEYyoEV9k3tY7quY36Bld/3xNf3T/6ujR/7CJ3M9BEZtoXybJ3HCYL60guy6ydZggukMpw+IX6dv/qrGkoVQTsrc6wmFYzzQi6+QjhUC3HKFTimnLcyK2Nw0Dy6p/jCoj01rwy7Lvf/q5/6TRkjqkaUymUUmSmyzWIyjflZtPblvkyi2Ea9Ap26aj4L2GTMI7UcwGGNTYPZH70sySuqBUTn89NFFOnd1xikuXNH0MlsrYQRn9FJFoxZP9xDoigYDEKFfoYx56VHGs9MgwVTdo8whozfFH2CjRkTo7vUVSuLj8zaewljjqGyTEzSpurVOlKqlFqcY8unzuP6LUFki5x/UXeAx88JMXm9LThD+RWHneu5pL3SKIRmYPuOzI+ZuVU5/8wsDu8IKj9qikVQZ7ZPN45w/ZrMf6Xv1+n5cCzpb5n+1UEcIGKOssqX9Sjp43ejnOaj3lsjNpAwUJIyl3gcJ3kJgDEzGKYs6YcRFBEn3zwX9Vta4DRNsyCL27/Osuzj/PhA07SFLMv2NE1bAHD4Tc+TAUZqwNItHPaU0qdMHNcuACWBuAPy2hztnhPXpbkRRyr1wYBJKB8zAJEgw5hpUCFTJLpUXW1MNbDfkZfR5cvg9yMcMbpI3yaW5qdx5WUx08pleUF6TNIP4xiQP+FT8s80dBhMIzvNJG2YGYZ0qi/MUAG1J/1q9Tp5da+Ipnh5uobtfelbjYzuIIrhsZKSqkFQYL+dqocRC1V75Ad+25lz+N3/W8zE//S/FbPqaDjAmEWrixy/lClBlmlghYzyn3paiRW4OMM6AM+x0PZ4PMLSY+Kofu55cWbPLsmL2uu04XO17h8zMm1beTqdxYBC9+gwj/itUBG5QHdBxTawvSsv6AzH6vr1G6hwAbL4u6NODzVGZ//6A3Kf+3vki2kWwPtzG/LinZhy4XAsE47juNVGcZqVrbqywKywkHEvHCBmOtHOukTNS5qNqCznzRxy3owEPqn6jVkZqw6rSLnVMiybUkDH0kd4C0hiCjnckQ2w3z7MU+xqTHJXm3l3OMpLZKa6SuZfxFSNpSzPi+l7uFNA6YQ85/l1ub/DPbknSwNAjmXGbXEwHOQipttbYtrXx8e4+AArc21J1FcvMIMl6kKx79pd8toqDiJy4oaZUoi2oJNzp1MQo8+QdqNSyBesglK4LXr5AqeixWHoQ9F01Tu3wyLqtu0hVL6ot2i/bxNVE6j2LwFcy7LsH73hq08C+HH+/eMAPvHVv520SZu0Sfv30b4VBPc+AP8xgCuapr3Mz/4bAP8AwC9rmvaXAGwA+JF/l5OlaYzQ1+FYZD9zd9XSAMGQDHEmwA+pIa/ZBjKaR4GpfmcJogIwzWpZrfYAJeasRqy76TNgUDcNPPi4VFK6flUoCisL89jZE/QwxVqR6+s7OH9BHLrtA0ElI+biPXxuGbv7EiBosLB0v+9jmo7az33uGfnMH6FI07RDGaZV8nxevnoD5y+KaXhIpv/67j4shtOVKVt2XXgMUCiJqPah7GqOY8OoyvkbVUFhlfk6fuA/F+QZMcf0ZGMaS+dlh371pSsAgCKDO8ftDj6TfK+Md12CDSdOnceLXxGU9oFvlyDA+s4BXr8ugZUZOoUduhe2j/s5ZeKYFI84yfIQf5rX3fBhMRK0cEpQz81rcs69vUNE3KFN0lUcx8wDO3WTiMKNYZAhX2IGwZg5xWG/i4gcwEgOxy4inFyQcdg76nEcDaztyd8Nj8iQ/CzDTtEgNaXNoFV91kGP8kGaIXNs79o6DLo1dF2yHIous1C0CoKAAZhpOdd2awDdk/m8uSaBhVrJQZWJ+j1SUuYpCOo6Orqc67NLwhns97dR5Pht3ibaXZzHq09LpoHlKElx6U9zmMAg2lX1h92Kl4tY2JRXig1gb1PehZmqzGFV7e7IGKHBcQ4jVTdFyws4p7Q+UlNHme6VLuWjGhQ/PTruQef5IsI1f+yjRJdHj7nYlYKTFyRXxd9thfh0M5dTf6v2rURRfxd51u3XtO/6/Z530iZt0ibtD6rdF5kMmia0g0wDTBbqMLnCDwMfLguMZCRB6kR5QaLnstpVigf6SQDFJxwMWLDCsrDXobPUJYLrya5SdAxkZKMrlQ4jy1ChI7qtJIxmZjCiz21qSq7V3pLvbly7jcsPixjhkJkYdhTizk1xVFfZ/5NnltGh78skItvfpqSM4yGj/PoCndPjsY8q6ROJks8pV2ExiLK4KijtNv02jz1+GS2iueO29PXg6k0Mm0Jy/vGfkqyCzfU9FJry96UHhNwMsvC3NtbwbFPuixF6lAo2HnpIHNe//lufBwBMz80iJco5IjVgTMfxqN8DXIVmVNGUFIauqjHJib/0xWdRo3+tyX43WSFrulKGTmRRdYn4Rj5SBokGJMmahpbXbF27K/6iMf1uT37wEYz5nLdfF6f5qDPCrTuU4SaaSbWclQTNlmCANy/jHkYR9skYtxkv2zwao0ryb/NAAiAL55aweyDjtndHCgR9zw+K8XLr9WtozIuPrHksDv2GW85l2m1d5YXOoEt/2Uki2m5Pzu/oOiKOR4mk5YNjHxX6+/ocl92NQzRWBHUNWOylVBMrYdTegUlJpzbVWwoZ8PC3Sw7xM7/92wAANxigyeJJHitXjVJBd8VqLa8VnPF5anGsXKnQmMOt6RpCVUyVzyomHjIdC52BfDc9K3M99Ifo0QenMYDUGo3QoG9UqQuFfG/SJESo+DJv0Sa5qJM2aZP2jm33BYLLIEVXTNPAkBLGFfqZQtPOfTcFVcpMY+rWcACVvBdrKmULuSBfkXlxQZLm6UExSYdKTSOOTBz1BM0MmA41e+4krtyQiNlMg8TCVgcJw9fr1KsyGH6PoOU5dQtUnHh+fR8XTkskziAxudfu48atdQDAHHMCLzF6eGZ1CQYJuybVP2Y9D3pKtQpq4J0+v5r7O8bUDkMmO+TnfusLWFiQ82b0h42GAdY25V7+yn8ofsL/6h9m2Lkj91x7Snb7X/vUbwAAHn/sPF67KmlWq+ckXW3Q7aI+JTutS+Lp0V4TD14S9Neiz3CLGnojXUOcKP/ZPV+LKs+YUeX7uNvBgGhOobs6a4QGUQLHEKTF9FNYuoYCfahJXvM2Q0YawqeqInX9JwYimHjtxS1YrOt5TIgWOg4GjLinjPQmmgZPFespK0QpY2WbHgJK5AdEXHNlE9OMnjpUAjk+6iNmClWf0dOrHEdN15CNBFFXG4K6t3YOkTKFziyRgrHfg0uBzhEhy9nLH5TvdjdgBesAgLvXhaSrF6dR8yUVLjoUssIgAM6dl+fW2RHrYH9N/KzDzhiaKe+GTaWT2fllRCQoX7osyi6bN74Ioyh9KpIVUJySubl+awRk8sxM0nFGUQKP/skAMs7VgoGMaYiOssY4X5M0gUkS8OGB9NsPTsB15LeDkD53z0PE5xySPJ1RRy6Lw1x49q3afbHAaZoGy7Ix8iMYpBKohHJ/NIBjsbCxylAwlVyMBZMcNrVgWbaBsskQOx2psHRYdEgOmyzWvCyLz87WPrrM9zxPOseV9/Sx9H3CeStwEcuCAC1SNuaqUnB5ltWydg8Psf0vxQS+893S7/f+xIfw7Bckc+DRJy4DAMY7GR760Q/Jcawe9RVdJuG5s2exvS2LzsyMnBeGm3PN9jfkuOxDJ3H7mnCf5lfE9KgMxIls9EIcsJLT6qLkv+5tbSIi9+7Jhx4FAPxPr1zHFMPuT87LfY5X5fjNro33v1vuocfMhK2DQ1xi8GTIuqvvffeTuHZDFvo2zX/lkdU0LU9uVcWsLe2e8KGquxHGUV71St2nEclCEEcxiqSEqFqztaqLgMKlKXMkLcOAkSdIkE7UkEVytHOIkIEVg4asphuYnpZFqT2Q+zNMC36e9M3MlVQJgo6g0yUQ8Jo76yE2i/LbArk9qZ/mmSvKR7JxU4I7D7/rvShS3PLmVXFbPHBhFa9ekfm5dEI2isPXnkaxJM+yxMDN0YFUTCvYDiJPntHy0ioAoNfaxuaa8Ben5mUuaHUXd16VQE2JPMJeSza4YqmAwUCuaaj83WIJ7WMqWZNvqlkVGFzMDVcW0CyR75aWT6LXko2s2+9y/HRk3MjAxSkIdPR9BlbIoXR5zVF3CI/ZSZ/4+9LHmbqFIXNLLZrsRc/GFguDTzMrQ1UFC+IEUfT25qJO2qRN2qTd1+2+ELxcrM1mH/7gn4Frmgjo8E8N5qJGCWJVhZ1ZC2VSLYIkzEPcyvzRTTNnRyvzCH4InTLmYJbAmE7TM3Nz2P/TspvEPysoyf1rZ7B5l6oWsVyz1+5gakbMtIhk2oAqHjo06I7S46fejmFjwKBEn+KJdrmEuiLl8h4SmjWdwyYunpfw/+t3BKGdXV5En+ZDlUGPm3c384wOU1EmGH43DB2Hx2TzMyDjODZ6JFVefkKCDb3eCEz7Q5kBDT1j5fBRC888I5SQpWlBEydOLeO1W4ICVAaBH8bYpmTRMesqZJS7CaMIJebfKknDKIzyYIAid/p+AFunvcr+KLl0xynkMvAqU6JaLmDIDBSTrgldy6AREf7QvKAdj1SLYauDjMoU6vlH4xCg1FFhmkivN4RDs9+jiRwpC8LUUGV/AzrGo/RebQ+zIP/2O8Nc6si2PY4pA05FB66SqpJhxtSZx7BxXQIOJ5bETdDqtuCSlrRLF8JMjZW36jWsnBWk9+ILYhnUpxYQ0sRXtUQ9rQqzKm6KVkvO39mnVFSWIE2lkyvnJThh2HVULblmsy/momfEOCbheXmGKiyUSIr6x1jnXEhSVRvWhslAQsj3RdeBMWs2eAzm+Mm9GsaMp+ET/4AEcyNFpFREOKZHnR4qHMvYfbM0UhiG6FHN58XOlyaCl5M2aZP2R6/dFz44ZBm0MISv69ApvGixa8N0BJNOdNvjzk8nfBQCBnf5dp8pUqaBAs9hquRHK4NDtZGxqp3J3fvOwTHmPEFE0U8K4TeJ+phdFj/YtSviM3nqPU8iHssuubcnofvzq3L8zk4TB6Q5XDyzCgDYPmgjY57Xtz0h8s/VuRncviu76iFzKpOI6hVxljvrPUXe3D9AoyG78c076wCAYsHBFKsPZSPpj0oJsh0b+zzv409KGpWuZRiSrrJzXYine90O5ijDPaTzfYHFdUzDwAOPPCDH7ci5vvTSVWztCDo6sSI77v7OPgJF3KVWmBI4rBSKeSqOofKBEeYITqXhASnAIEpMxGlxtzeQYszUpyQkydMqIqX8daQUEJGiQMT2eibO9Q+WpN/joQWNuZ+GmgvaKCcLx3Rc23qKOFa1Y6mPRz+vo2m5o9ss00848hEypzNjilIwHKFEHb0+UZWqu2pDQ4H96Ptyn93XX0DC/NitTUFLF9/1XUhMSskfCV3G5nPRjRq++Kzw6U/QH7Xf6aBqks5CsjOMFFpTnpVdEyvh4WmhMDXHBnboszNJpdHjEtY2xVc49mUOr66exdysoMrbG3KuCitzNbc3oNPHsiYR9wAAIABJREFUOBpw7nZ9OEy/M1U6WRzTcwn0qX2ojjnudeEx6FchibrTHeRqtOr9rjs2As4fj8+vz7zjKApyv+lbtftjgdOAzNBgpWlukjlU5Y1HAQxGzpRIpILBrg2kNAMWCaV3mz04VAtV1neh4CGK6FzlG1dkBaS94wFSPjCH2RCDGKiWBbY/9biYde3jNrapFa9qLbRYLLgUp2gxx0/J+HT7Peh8Ma+vrQMA3jvbwAqd/xZZ4wH7tbGxhxNUTd06oFhAEsDkYp0yiJJ6FjbWZdJFTBZX1Ys0y8Llx2QxHZCTVnHLeNcH3gtAoqyARHAPDuVebq4xqXxLzNE4zeCTI5UwUNDv9PLSh1scg/6gn8N/lfOrqehuPMojvRqjanGS5ItMj+UDdR3QVRCAUVRVHtGtFtFnPrBD2aaBH8LQKSrJZ9XtdGGVZeyPmcfcNSkOWnJRYhCgS3lby3Vhq6RfcvTisYZMZcdwc7HYn1Ec5cKUGrMLTNuGx+uPaLZWPBc9msoaS+ipZPRMy3B8KPmmRapSp2mKOFU8efndlWd+AwkFX2vMimhwwZ9emoXly7htbMvzP3luHoeHrMBGgUp/NEKXdTaqlsw1b1o4eMuVAZyyCJd2yccsWx1YJktuNpikv3uABgU0NS7kw4FcJwpS5G4tZhsVLTPno+pKGgk6DC5YMZ+7wWdddgrIuMCOGACzXTMPID31xOMAgC8/dwUGazEM1Xyiu2o88qF/fR2PN7WJiTppkzZp79h2XyC4LJM8Rcc0c+lju0jxvYIJnYzoJK9FQEklP8ppIq1j+V2jUoJLRKaiyFp0T+q4RE5aSKWDlZUyuv9Ywt7b38Od3ykiCuSzc+ckP3R79wArpyVkvslKV2dYQ+Hq1ZtoVATx7bCiU9HSUagIrA8z2aWu3LqFgOjI5I40ILVhdXkRz1Josshd67jTxtkzZIET7w86XRQofmkT3S2eFIfx1t1tjHm+c6elbzdv3oLfFk7XhXOSS1ureGhTaPJ7/rgUS/5/fulTAADL82Bzlwx5riSOMaBzv0dUZVtGboK57EdMikAGDYYuf6uAj2PbSEiz0LivVsulHM2pskwqv1auwx2az9GzNPRIGUkZQHJtMxf+ZHlRWJwnaZBhSA6bRnNQL83CSAV5+0qSyLSQVCjto1ArM0cyQ4PFvuVITteQsTZAqot5aTgmdEp8xQy2ZAOVoeAh4X2NiMRnpxvwRwOOM4twGxp0yBgdtSie6YtZGr74MhoLgqqWT8mczJwpTFVknoZdMcv34hQnl8WsbY/kGd+6K2hNs4pgOVfozBqIDANeXY4PAkF+Jy89iIONdQBArSrIPWEuaAcxTOZgl5gnbZs6dH6WZpT6MmK0OvJsC0RwcXKvGpimeJKKXRLGmCbn9KUvSJArtcw8E0aJjvqKzxiFeaHtt2oTBDdpkzZp79h2XyA4XddR8EoIwzBHblnO3gToQ4bO3SFN71UhGhGmlbiYG3qc7yI2yYqRlqBI+sYooM9uXoi+rU4bo4Hsfs4vMnf1L1XQpS9wf4vUA/OekGGbtA+DTO6V+Xk8/JQ49b/8Jdl9jv0WPkhaxuc+JwKBTz3xCG5cF/pJhX68aeaAJmmKWSImmzveMPTx6muswepRKWM4xklSRpR6hkZGt+mZeORhoZp0uHumSYIBi/CcPy1k0OdefBUtIrLf/PXPSz9IPdne24POAVfqDlEU5wotit6imwaKRNKqrmzK/hfMFAEpAm4uuR3mRO2Mfpp2pw/HUshJzqXqr5ZKBSgEpxQwuqMQUOiIdJUkQ34OJR+uVO8TpHBU9gszA2a0EQ7o9wGRsOk6CEiAHTLYoRE5aJYBjbp+Jv2JURIgYiWqjCz9sOsjUKKrvNHioiD4NEswovpIQBSYVoJc90z5qpxiEQkzHpTGtc1XNNXDnPR7tKsoOwZKCyR0MyB08sylvA5p3JX7K7MGamVuHkZXfIGlM4IG9/Z8TDENoTMUP9uMM0ZjSub67iHR7rFcWze03LmtMxATRhl6lDR3+f7argOP1Jg+MxgiTZ5BEgQwGHAYM3AHzURG/3VA60Y3dETK96w04lQwRTO+odLHG9t9scClSYphvw8DgGJLmYSwrmHmApbpVzk3+yMfNslHSqomiKNc7z2k4mcCAxE5OymDAcfvkWhmfeUknJ+XF3/tA/KAa/UqWIEOIYvL1mZmMUce3Afe/xQA4KVXZLE6ONxHhy/I5UclM+DzTz+LEaNvh0fCFN/a2cWlS+LILVQlEmpyEvzKL34Mc1TZbTNdbTAcw+RioyaT7TgwCLxVtG6bZQNXzp/AC88JRyrkwp+kwJmzYsI+/6qkDt187Toy8u+WqQC8dyRmbKlUwJALwLBPTqKmw2WtiRFdCFaaodMmDzDjZyqpOtZR9Fg7gVEvZMgDD9DvrUSqwPaIprvBFJ44SWDQfhmxPkG57GHExSMOlbkrKVwA4JiU7FEviJYiYhK6ycX6KIsBKgors7XomBj65Lpxs+C6hSzWoCaDMsEtHYi4AXucf2HdQUrVZVqZ+csZxml+76ow8sbhEYoMQpSY9hX4o7w4thkxHYobYJaEUMNXqquAQoLOniw88xQ47ezfQs+iYMCsbHZBX/p9+9pLqJdkQRyty9zNLKB9QJCwKNHZmzeHmKrIM23tiTvG5fwL4hgVcjk1ckrDMECRpT2nKZO13RuizLlrU8QUNIuH/gi1gopqM0Wv7OWRd13VXLEsJHznQ46lqnsB3cA3EAt/U5uYqJM2aZP2jm33BYLTDQ2looMYGkJKvBiE2bqpYUzqgEnuzJgml6YDGekkplqrTQsZsyBsmqqmbSAmvykIlFCh/G57Zx/pnuwcZVd2vt5RGz0iFZ27d+VkDXfvikP3+iuChL7j20U08sqrGobkgrWYCzpXKuFFynsvL4g56nkFbLCo8yNPyW9fefUKr5PmmRcDIpapWjGXmhnys5lGHR4TpZXcz51bQvUwXRt9OuGnpwQNHh+1cHdTMg48oqMa640CQIeM9VDVtbStPKvA5A4dpyl6KluBCEo3AY2yOYrioaqdRWGIiEhImahBGOaUESXZY5oGut03J9sr5BeEATKeo0CUlERRLn5JSxKmqSHLJZn4jBnMsG0PsapARvGBOM3gU6hR1Q9odgd5cKHCvoWMbKRahoBIXGNlp9gz80yRPufH2A/vFYOm0OqIqF6zbRRpYfQpxulYwJgI0nHvZdyMaIsZHHtVRap56MOideNTALY/ClFncr7qfxqHGA+FypNQZHP2lKD0kr+Cc/OC4K4wo6K7uYcKq4stMnCyffAalqbEqmnMrMr9jQQpGqmVV1NbmJXjo+EQMSubJUSlU3GWZzoMVL1V0pmcwEZEczQjggu7HYx5XzFrTuh2ltfrDZXiAsdYQ4o0/eb4bILgJm3SJu0d2+4PBAcNDnSEaQrHltVb7fyRDniaklF5c0GaGAlMwg0/Ug5uM5dnibgLF0wDCVFARJu+2hDy47jdQeEvij/seMgq8oMRGhXpxx2G2O9cuw6P+ZWnVoUu4jFP0Jyqo87Ax6AlTuLy/Axaaypnj/U0H34Y/+yf/O8AgOWzEuqv07cVa8DNNUFaOdLRtdwR7auKTXYBIfuZaiofU/apTvM4D8gcMtvCLLjY3KQfxSWyGPu5NIsitGYKHfjj/Jo6p0eSRDnBUvm7wsiHzmCIqqQ2Jnq0LC0PKAyoPlIueYj4/ArMSAnGAVyivuT/Z+9NYyTLziuxc98We2RE7mtV1trVK3vjIoqiSGnGA2jkkQ2MxzPSGJrFFmxgBHskwbJgwBBmPLANjzXWWDDHggxZtmXICwwLsiVKJCWRFNlkq9fqWrq6tqzKyn2LjD3iLdc/vvPdyGpSzR42NSi04gKNys6IfPHefS/uPd/3ne8cIuCM5xGFwbckkeM0Qar9nbzHxXyEHM8pZl7Ri5gjQgaQupFG7EmNiijxfUOeT5iLYFkg6RKR5bX4kwbwQ5n7HvGAGSbwOdGJ9rr2B44YHRJd1hYFubcbLSRD7fZgryY85552zKgFxkeBc19msn6fhOxuZ5Rv1mRcrphDn+oaLTZ3JgZOxlzzVjvvSC9qnNzG1zfluFMLQqbNFXyUpgStbdGB/oVPvYi9q/I3H39eiOMv/Z48y08/VcfmfUFka5uS+62UQmdh1zygMVQxxP4OKVGcqy6fBev56HI+lLbVv3eIlLlROJK4cfeoT5K/E1C15n0VGcYIbjzGYzw+tOORQHAWImcc2BhgrqLPndRkASJSPApD2QG63LUKuRBdVrbyVHfo9Ycuf+GTgBrHKRJPNall3a/OS5l896iDY+qenXteBAm2blxHmxXEJ54UpHX1+l3kmB/a3hOU9ur/JoZhC9NT6LHH8LOfkQpru5/iAUvhW6x0/Ytf+RzKvL4/+MKXAACXWFX1PODcKcmPqA9opz9wO5i612c2wXFfrmtjV7XC5LVm8xD5ouRT9o4o/T1dFwUNiLEHAFjPoKMVK+amDJFRPgodDUArw9VigE5PziMgF8P3PGdjR2YHjBn1BparrI7yGO121yHrAXM4SZYhY5+xZd4s1Z7UyEPIezWIVWMsBqcBBbY89TodWFbu6jSMAY1KMgDLc3KfX2dLWoquyy1WiJ4bR8cos5qr+n+x+nXaARLm5fxAn6HA9cwmjBLi2EOiOTjO99EDuY8o5hDxWYiItg0MOqTXRIxWcjmDDmkTAxJaY9JzCpEPAk8Evt6zDAnzeEql6fUT9Iy298k9LlH7L/AjWJXKvyNGSCtP/BDiluSFjw9Z/u2XsfiUaB6+9GV5xgNq6F1dayMj1arAan80WcULK8IwUAf6qNXC3KJ87mvrgvQKeSqC2AyFPIUr9yVn3fM8eIx0jPYbZxbdgcyH1kutEx3E+xqPxAIHawE7hGc8hNCwh3wh32KgoQeh9xT5Zxk8+JyUmInJXN7C0ocRmfyunyWC3SElfgDoUbrF80OkDC/31+VL0G4lWDojX4wgIx9u7xA9Jtq36NdZY3P10ulF9BkivESXqoPtA8e2T1jYOL+yjHJNYPjps7KY/fbv/KEcY34GO+wu0HDUAMhzUd1vSDGgUMjBJ4SfoV9Dnw9akmaIrRr7yhwdHx27sE4Xrlaz7cLKiCGCVt99k6DF46k5cG+QOOkfBf1pkqKnoaxSWJTb1O2j3VSzbooutjvOJUsFL0u5HCzlfXOUyOnQ36GUL2sDgwunc1EAX2V5uLGZwLWU4mwq7lRH3GwqpSLepKlxWJR5D4Z9WIbDja7y1iyO2VFBogdC0kAmykVYto3nGYImJ/xFY4qqerk8Cgz3h7zfqfMssKjRmFnD0WGSIOBiqu5Q7YM+PIbvmqDX/t0wX0JXBSl9leYyKLAwljIczeU85Pg8o0o/hVSlsyrIU1YpYn/qzt3X0KcwJVikifsGa28In9PQe3fycW5Y/SEiFnpSFquanRRfvSxpkDRWSSTfaUMNuCDmC1y0hwm++D/I53sDmoXXau65j5imGnYGSPpayMJDwzejRe+9xjhEHY/xGI8P7XgkEJx4MhjAt841JzBKDQkQaG8kd64uNyibJk7738YUQgQwIHIi9xCFKETG96UMiXAgzO9uq4Eed9wSybG1mRyGDQnx3r4nYcaFj1zE1W8IOlthKKm0laIJUKYk9dtvizt4P+ljsS5J5om8fOb69g5WiUvWbnBXZdi2tb3txB7LJdmV4XmOKKu7vM0yJ4mkEj8Fdhd0O01MG6EE9IdKR/BRqwh6UHWOIAhQJqE0TtUDQ5BDqzdAQARcYqjQag4QKHWE05ekI4nw0KcYooqO+nDFoiahYSEfIkp0PxXkkmWxQ880SkPeIcoBPIaSAZVfDDzkA007UDZnkKJA/8+EtKBqQf7txxaRUl36TH7nS4hJE1FMmlggF7CDxnu43/m42UKqnp/aceAbgOTmIrtJsjQFeC2ZqpVo/6sfYv+Ixqwq155myDFa8UlCLuVCZISjbUXRilh7fXQImX2PUk2FPEo5FodIu8j5vvtW91uC1uorIut15tIyrnz5JXlfTu7VzMICHtyW50LvZ2wBj4jTqgQU6S3IEsQUzYxVBikP5Om/EHO+s9BDnsi3w/Np99VDwcI+oBeDRjnxwF27Eqr7wx6s0aLMw6GpNSd+9x5jjODGYzzG40M7HgkEJxguRZp48KhC4SgQNh2RAfuacJUdrxN34XPnTXVzyHkokACoeZQUmWuRqVCpY8B2r2phAo1jyYt0jiQXERsf96m5lSeK2b97H7PUa+sf0RW8zDadLMEWKSFVyofXTNW5aUXsI13KlXDM3FSbifOEOQsAmGDivDVQKfQMEXfGGltxmq0mMqj6BEvzNE/JRxFiKkLU2Dfb6nRw6949zoec79TUBBrMBbW7gkQCUnH8MHSaeSrJnitEzoFKVVkC33NoS9Gl9gj7vu/OTd2vOsMMGfOlAd3mC7kQeTChzHmwVK2IkwyeasORzNrr9xBpzoloo1DIw1Mp7JACjOyDjYwH5Kn6wXnpJ4ORaRHJ39akyIhkLf+2MWTuy/fc+1Sm0/oBLBVuVGzU8zxXwFKPVctihzUJIu3TZZWkkAtd76rvChUZMl9pO8yzKTIa9JGjaQtcC1iKI1Jzcr72lnnoq4koc9X1KSmUFbwSvJooh6ysiPz55uZ9TMytAgD2N+QZruTyLjJS6osqy3h+AMvju867zKClxQB+b4M0RosdtSl5R5mSuQPjTIb2GQWZLEVANDzkd2PYj+ERUWtxQcFxZoFVKua8/qbkC7/d+MALnJFqwCsANqy1P2qMOQPgtwBMAXgVwL9jrX1Pfy9rBc17hQhD9qvlOXldzyKnzfbsNUz4nly+ikGiuvCUVwoC1yweMBE86A9cwtrX8K8lCf1Wd4iEX6pME+++h4UZEYAsMfyrFMt4544sFCX24u3tSUp65+CWa2hXJ6heZ4gabQYvrK4CANJ6iGxFFkntY12mHv/Ozj6a5AnVWNErlovYYZVJY8TqRBX9Q/mdKhdr4h3pEM0OOYMtcuVs5pRVhwx7drY6jm+mHDJN2KZJghIfNO0BDUPfNdIrk9z34Bj+2pSvx8yHEXL8Ijf5cA+TgTPWjvll8Eo19Fhl1TPwlKdYLeG4RTkhbmzF4qhfMWPivFjKoa+WcrSJNCyOdLp9V3HUBSMzI7+FlKmPNMmQ0k6voNVqLuQTxTIO6K0xNSupiXaniZipDo8cucRaGC7Syksc6kabD5yKcJdhXbM/hKf3jV/8MAxh+D5dhLUzJTAWnhYe+H0YxrELW3MVFakAAlbGi0V5hgepdOC89UYXQV82ts0DWcxqlRISFmD0+9U82kHK9IdPYGBZKCgWQgyGrELz+csHeff9ytHWr909xJCG2ZYgJDCqftxGM5aNh3RDxKlxFeYO5zGFdWHow9KgMurFh30avt34XoSo/yGA6yf+/78C8M+stechRam//z34jPEYj/EYj3/p8YEQnDFmGcBfBfBPAPyMEe7BDwH4cb7lNwD8IoDPvddxLIBhlsFvdeFxl09VwaE/hCUiKzKs7FFsoD/oup1OeUm9YYLQap8bkZl1+V5M/+yqHJ+KIzi4gigniKlalZ2s3Tx0ihTHTNSee+ISLr8tfpPLE1I8KLB3LzUWn/mk8Nluk8PWajdRDATpvX1HXLKarS6KE0xKMwzd2GDpHxZTdfn8yYq8Z33nAJMMTVsMJff3G05dpUinqF5ffR1SRL6qfFKFxPcwjJVLx+3SWM2Ho8KEfKtDpn1gnPS49oWWJypos0ChYWshl0eXSFqpIEdtdi3kQgw54RN0qdrZ7bsuC+Vsxf0+TKYpCXmtx/CkZMQfAgAS0jpKJnLoLM1UuSRDtUAkqwKdKoxarCPOiBY98vgQOi8Ej9eZDw0MCx89IkPlB+4fNeAxEb65LfSgpblpdPLyeoERwfHhHmxMxQsi2xyLVjZO4fO55mHhJdZ1hbQ6KtM/dPLsauatVqtpL0Gs8koaYicWKa+r1yVnMMxhllJHKdMxjW1K608tIc1LxNDpC63DL5eQUCapQQmoyfnHsHNLhDaNUSlyoq8kgyGEHFAWP4kNUmKs47YUUzLAeeOq1JeqkBxcO4DHeRvwntlchB5Rc5eFKWMsPMVgRiMNOebyytL74sJ9UAT33wL4jzFCjlMAGtaq2BAeAFj6dn9ojPkpY8wrxphXuvzSjMd4jMd4fC/Hd43gjDE/CmDXWvuqMeYz/7J/b639VQC/CgALE9PWN+w8GCrqYgI2ysFn/qmjOy/zAuVy0e3CSg6MbRe+qo6oEGTmIeXPXkmKAD0SZ/uDGNOzkhc7RSnoG1eHuERm9ptXhfz7G//Tb+LZJ0Vfa31DdvJ55tb2rx2ie07O7cYNya19+lMfx423mdxn6fz82WVsbEnur8SdWq9zolLCYxck8btDbbZBkqDGLTzrMr9VCAEm/EukemierlaZQImJ6CYLJ8ViHsFQ9jFl7h+1eiix11GJmTm+1usPUKYiRIfIot1oug6MKRKVd/YPME3ktk1HMV97JQs59MmiVxWUXBS6oo8qkqRxihpVT44P5X6UyHbPslF3hbqsZ1nmOiMUYU/XK8jTqIX4FEwXoZs0UeCz0iO1wcSxy1SrD2eACDaiV6pPhQzKiZvQh0+0HzJPN/TzqKuZDYVDc4UqZs/ItTSPmDtsyjW12y30iU58O0LWRonAzNVlsGizaKEITvOW+dBDpKqPLL70Oj2XmFeFlNyEDxTlviydEmzxYJPfqeQIu3RHu/i0dO3cuvEaZquSqysX5Lsx2Lvj+ECWn+n6jq2PlLhomMq1LE2U0bXqfCan2OmmaJIErZ0rlmWaMPCREANpZ0WUz7t8o9KlPM84lOYMjnge85O1hxNyf8b4ICHq9wP4a8aYHwGQB1AF8MsAasaYgChuGcDGB/iM8RiP8RiP73p81wuctfYXAPwCABDB/Zy19ieMMf8ngL8OqaT+JIDf/k7H8oxBzg/Q7sUw0B5U5tZMgoCVuxK9TX3u8nbQQ1MlpnmsOE4RGVX/ZIUrijBJifL7/0Rad/J/lxpYM1V0+L6NO4K+6nkf+weCgKYm5X3z05OYrdFblV6Yqo2dr1TRpUdpmWWhYqWIpx8Xn86XXhP9uPsb26hSwVdbr2anZNf3rYdXXhfPSnBX++Tzz+Clb74uH8V8Tb1Sx5Dn2ySayRGxVop5h5xUDdcgw+SkoK5Ok9aJnnE7YpdoIEekM1krocPj5lm+jjPrNOra3GWrlbJTcClRsTVHFLS1s48qEZ/KiVsY5Jjvi0mxCDyLiIm5HPM02poU9/soqJt5puoSGWqkjBw3tWezjxd9uW99lQNXwrFnYIlMfaL/TpzCV5FhtodlxkPIc+rxX14KahMTODiSZ6HC1qd+rw2PyiylSOZ2aIbYpO5eaGUuS7OSq0WxjlOMHFrHUtHc2t1zVnuGVIh+qwvLqq/mWdWLd9gD8qUqjyHnE+UL8ImEMs5jPATaDblHRwV5xqbLotTrFTKcfVZk9C2/U9XyDBZIt7h7XfQL292e02tL2TI5UZbjt3s9lPJyLTMzQjk5PjpElJNzaxw33TX1mTeu87wbexKZ/D+fO+/oH5kZ5Y/71CQ0mqf0jJMqV/XeuVn5TFi4vNx7jT8PHtzPA/gtY8x/DuB1AP/jd/oDLwhRmFrCYOseUtWg55Ll5QyiQBaFjIKNcVcmMYGPlA9zn8nHYi6EegJb8r5smqCyIkWAib/H0IKT3cqKyKwk+m/fkpByeWEBewfycFi6dn3shafQ6ClXTJLpa/RXWJyfxvodSdpOUqDw87/7JfzYX/6UnC+Tz9P1uutn/aHP/gAA4Otf/1MAwLlTp7DHMK1AM9ybd++hRv+FhES/o0YLFYah6iFaKcv8DJIEF1akx+/yDVnITRCiddThz6N2BO2Q0MJDjn6jgQf0+CXLSPGYrk+4eVYeX5KmsKmG13I+++xbnJ6sOrpPX2WCAg8+ncx0wRqkmeswiaKHJcB32m1MUZrb0UUGI56YhuKRieF4RMz8su0YucjDfkPOSbssrAEMv9xZi83dpu+oHUq5aet5FUuIaAwehJK8LxR81+fc7utmMA0yhLCn3DT1qoCP9R1Z2E7Nyv2Mc0UcsadZhT3hGwR8jpVHqJywNPRcd4/6GRjfx5CbbKCN6kEAsPCwtbUJADh3TuZ0bnEB++tSBGuTF5hFwMtf+7KcL5+FdrcPy7TKhUUJX7f25dmcKFRhKI20tye/q+QjdCj0qlWUTi9Gnc9lQJGC4QH9JgZTLuURsMDX7vYQK49SxQLsKDTWrpPlmWm+xyC1/4oWOGvtHwP4Y/58B8DHvhfHHY/xGI/x+CDjkehkSIZDNDbuIReG8NTJnTA1HwRqpISQsD0lVTznechzlwDRXafZQUiyZq8rf7g0N4cjlvgrqcD1B5QwKkYhOiSXnlsV4b+Jchk9JpnvrW+54y4tCdHzwooc4x5pDGEaoMFQYUWPMTmBmCz0S/RTHWTWKSZ85avitKXg49b6GmKWzHOW7G4YNFqyMy4vy2f2+pkj3Wqf5TAeheT3SVPR3bhar+CALmAqP+QFvqPGdIhADP1D/SgH05HJn5+W0CJfKuPO2hoAYHpSii9HBweos8igPZqeMwgZah1k1DUAoEtks7AkYcbO9h72iZTrlPnW0L1YyqPLHmFF0cYKIgUAnyGOscDeEb1VOXTXb/YNTgrt8GSdvPfoFc91Weg9UGywuX8Ij2hq71DMg3w/QLEi13B6UZ6Jnf01zNcFXdQZ7h+ThL44v4qmJ/elRyziex6maoIMDfuRDw4OkKqMFVMSSlrPPB9DXlfATH4U+TBKYCbartRn0OXkV6g202P5ZffBMU7NC8K/vSnnVq9UkauT2kTjHeN7WJgkPUmLRCSf+16CaRLYzaFcSzZMnJxWVGJKIBe6fuRUoyaZAAAgAElEQVRjyuL//r+QIlohMghy6nLHroxBzync6DAwMHym6lPy3KlvLox9XxyQcS/qeIzHeHxoxyOB4DzPIJcPYHwfgadZRebPrEXCFpUwZZGBu3jiWYSag1OhxFzkiJxRKDvZ1MUnkZAleeV1SdprrqxUq2L3uuTS4rzkjSbyIarM8VxgoSDrDhEyKd1m3mOS/Z7tZhuTtN/b25Xc3l6jAbIQEJOourq8gCYpIJYJmzbzVmmc4swy27ZY4MibAGdWpNSvBiXFyEeHqgzap9pjvquYj1yuou7OretaknQ7y/mRO8+FaUFhLic3Ebqkd5toc+/wgTPEUdJwvVZFm587YPvRLAsyYRRgd5ty1hUmxtttlxTW3M1UrYZjkoO1p7NepRCiZ9EhubhCgmiz0wV4TlXmKQf9AdpW7lXFU6FL0gzgufnogajD81zBxiX5jY+YxZkiVUI0D5RmmbOuU3WTNMvQPJL81lsNQXWVWt0JsSrFwuvIeayvvYMC+29D5qi8pIUqiyiHmrSvVFFhsaVxwOeIeTSTwUm+K6ndCwOA7XelaXn+8rBoqbUjBSx7pHAUllbx+qtS8HrimQtybhs7GHjMlUVyrMIwBG+pU3uBoapNPsQ+tfNabE+cnqnDJxWkkOf9bjVg+T0ZHlPTjSgwjHLoE7lpQShOk1HrGocxcM/M+WVByqppaAEsMd/8XuORWOCMMQiDEJ4xGDLU86EcJd9JHKlnpTLtO0mMCS4UcZsPtc3QZsN0mU35MBGynxCo/VRFfEvv3JSiwMadB/DISWvuy4175oVPwN+ViljABvj1W/dds3qOXKajgXwBT11cxeU3pMthblEWpDRO0SGBeXFOFpE3rtxAhcl8lBh6MLwslIqIWIGtsippPIMpOhEdkpM2WS7j3ro89CpSPE0t+62DQ9Qq9MdkMSPnh64vVB2KeoMB5sn9S7gEZHy4et0hAl/NqFlEmK7icFcWJfX67KUZZunjurUhIY4KMe7uHWFpRRbrBsPjKPSdefRERVnsMVI2blfoFBZrFX0I5AsqncRFrVxErMrCyo/KRUgHsmi0Dauujn1vXEhrtcjge+5LotJcvmcB3tsBCyFDLn5ZlsJjjiSgJFfoByNBVj6LzeMjdMl7W1w+xXOTYy7kCzjosbDCjSTIT+OIBqoRq/L9QQ973PDUNPnsqqSzN3bfxrArG98x70El9F0f6/GxPB+zZ+ZRZJdMjeIQbfYnL/kxcqe4iT6QosfO5j6Wz8j77lH12I/y6BMQ5EKVfCJzAT4ytp3kK/LZW9u7CEJ2UvCZj5MEe3tyLV/471cBACVW85NhjB5D6k5fjZxHaQENK60ByjUJTX3XyQDOu8XZM6v4TmMcoo7HeIzHh3Y8EghOJMstjAFC6O7LHTJLnQpBwNCjz10zNAUcd7TNS/sWU5fYXn3+43wtwWBPQqYmyMk5FEHLQT9FfUpK4U/8oDgNdZtHCMlvstxxp6ZraLTYqzdN5vekhBaNnR3U6EEwR2TUPTrE5p6GGZT2CUPMzQjqee2aIL4LZwRm9/tDzM1J4vr2uvQB1qoVt5PqvDzY3HWqHYpUSjyPKVgnJzM9JaixGEZYZ+HBI8KqTVcxXZbXb98TpHr6lIQ49ze2UFMaCud5Z6eBEp3MlOKxOD+N46bSIGS0iRprhRweMETVByyzKXIsIB3SAd4AmGRvbp8oLaNMURBYx+8bkGPYyzKUiGxU6jztdZDxfqsnghYMvMCHR5SmPZVIRxQMozJFiYWnXRh8n9IuYD0kRLepL8jTy1pOvkcRhckyUDwD9++JUofKfGXLS9DMS1e7OLqHKJLPqZGZ8TPkVFZ+X+ZvGMkzV6tW0GeCXeXj948OUKSYqaFfyfr9NYRFQfHHjGpKvM52a4CYKNd6EhlUoi3cuCYpGrUL8P2h65YI1ImN9yAoBMgYhYRE+uVKCU1y3tqU7posV3HANIghuhv2Y50sDGL53o44i/67y0GwAM6ekuKayu4relw6c8pxPd9rjBHceIzHeHxoxyOB4IznIRdF6A77rj/PqqdpqYQcd+HdfdIdKBZn0wyxSnOrdLRN0aPkMZg8BTwsnlsFALQPJX81OSdIa3h/H3Nq7HJAEmSji9UVoXZce12UoCZmZlGnfPMmE781diFYa5ClaqQin9gdxs51KseS+MrpKfQoqvmx58S16D6P5fsR1uhfOkdVkVq9Brb7uZ7K2uQC7t2Xv1HDGEW20xNV7LIv9JBUgXB2EiUm7pVek/RSDApaLKCb+boky2fqNZcXOWIy2SQp6jVBrfcfCG3mbKXqkJiqfmh+qTUYOvJvgygvDDz4zHNVS5rU9hzzvcTkeqaOWKlBeyiIsEhEaZMB+j15v0cktODtwHBX15yh9v4OhrFzWDOqNwfjIKf2VAah71QqFD+kRnXvRvdWqUtZNAnbkwhAqQ3WYgQ9vIc1zDY2NlCvCzqvTgvaNoOB6+KwRu5jq3UIcniRkNph+dn5KIeM0vcJlUNWVlZd/2aRx02aMRLehwP2TNu50zJX1WnUQTUYAtY3HmSYqQoK7LGAMztVQbPxMPVGJe5bnTbmZuX9+0eC0JrtFkKiuiI9aVuNY5iCPHeGSC8zKrufOsUVVZH5yZ/Zwv/630ghQRVX5mdnnKmUFhsCPkOL0wuwVIB5r/FILHDWSoO0bwLkCGe1Hcr2OzjgoqAJR22qTgyQsPDQo4hiMZfHk4+9yHcwSf7vRYjpHHRMbfmDNeHBVWfncZ9uVs987PsAAF998/cRMZx65vu/HwAwaB+g05Iv37mLUoHaY6J2YC2OeY5DZf9PVdDp84vJxOuD9R1cPCcJ6Fu3JYw5vyL/v753iJQLuarnlvI5XL0l75tl6DscZvBVNopCjKeoznr7zj0M+IWol+Xm72zuIE/RTsMHzAS+W7x8LbAya9/q9XHEzgF1gA6i0LWzRUyc7+/uIdZqNf0LepS5yUUhmmylCk9ULEtsmzrkl6doI8cxUyFL7Y7wPA8h70HC9qlCFGLQV3EFVdkNXQXdhY28psD3XWj6kO2cUuK4Ykl7FMNbp07MexF4bpFUzc/UeC7Uy+NblXBUTGC03vloHEnIeUgvEBjPrYCaQC9XK0BQ4LXKJtejl4SxMYwvv/MDKWb04Dt5sZhhabVaxsAJwsqih55siHeu9/HRjz4BAOhn8kykwz6OOKcXz8kCc/PuFroDuR/67EQ8r6gQYXNfriHlN3GYZEiYRirzGcviAX7vlyX94lcoQKuSWIOhAybK9zPWuBYt3WwW5qadXJKyK+pM41QmK7AqKfweYxyijsd4jMeHdjwSCM4gQ4ghUgAZG5VDOiX5no96jYlU7hJ9orZcaQJeyDDGKE8rwzHlyC/8vCQoszSFYT+rhlFPf/QjAICXvvqq4zf19gXVPfORx9Fl0vRoT0K3zlHLNYQfEv2UGaLu9/uYmZHy+yG9Dp547ll8+Q//BADQpaTO7MwcDik3PqeFChrg3rn1ClYWpDl7cVV20kEnHiWiie7ubm3gEmWV1h7IznxAbl3O91FboatWQxDlxPS0MwAuU0bnuNN2PbEliiJqD2ZqM6hmZq4s59btdbBPlDtBuaRGq+mKECpvXSDNpR8PEYYq98NdPu6jwT5W7Vpo9wbOz8FRoJhIzwU+fKYr0ljZ7kPXwaCeonFfKAPAiB+WcK6sMbAs0ijnLUstfHYOeI45nzkBUEUUIRPYGYy7vhz9HWzSHzHq1fXa8xzr3vl12hEqVLShBQ6bZc7PVUPl5lED4H3zrTx3qhJam5pENc8OFhqhD23m3KzSDrmLyTECX+ZmkMo9zhcF/U/XC7jGnuliIoiyl2aO43j1mgizrqycwiE9WENeU5lUpEH7EAHv7YETpvQRhpLy0KLHr/5CDnmKgqqhs9Jyuv2um4e//R/JM2w936URoEbbqQfDDiVDuLuwMMfJHaHz9xpjBDce4zEeH9rxaCA4z0NQKKDqm5F3Ip2MAgPEzMvpbhywpC+9jepkpF6UCc7+opB5VZEkHfZx764ohewfC4La3ZId8sylc2hTlvw283KVmTlMVemglZNjTOcLrid2bU1yb48/L7SS9PgWeuzpTI/l/a/96RtYYOL3MK8uUsDmNsmgS7M8R9n5qvWac6UyLJLkPYuU+bs+1TbmZqawQdHCmUnZLX1mZQ8PD3GKsusZd+WyyXDE4kJUl9+dnVrCm1dvAADmuSP6JNpefesKOkR8HnfPLMsckkxJcY+zGAOW/YusrKhixzBOEHGXr/DfbjdDyCRMm2TdJE0crUU3b4dqUuvQmu78pSh0x1Wh0yRNHbVD+1/hq1SUB6u9DMpyNqM8m6/Phw2c8o5STLSg4Hujz4/YkZJkI3ULEwjKDZK2O48RgnMkEkcINqkKSHoOeWrniPiovQsFck73t3exZyT3FeUlGnnuhWfR7RJFxfLZc6cmsXlHvHn9UCKMPIs0QRKjRNHJDT6H1XoBCfOfPgsE97e2nZR9yOJCj59z3EkwtGouFI4mifOmhlDFqALL48WkhKis+bDbd4ou+DYo7DSFOjNvhMDmtce7PnninWOayHiMx3j8BR6PBIKzkKpVM0ng0UxESaGt2CK0J9psAPTZA5fAIO8rCVP+Xb70USSp5A9sLPmfvY0NdJl7m6NIX17NUO5suhajmWlBM/XZKfSOBZH1d0lwnK2hOi2oa47ltDv0Y5xfXcE083HvvEPxxbZ1ZOUSYUqrleBjHxXBwctvCtF3lzv0i5fOYv+AzvOsjB3tHeDHfuxHAACvvnkNANBpNV1VLyVkaaVs76lMok3rQaWVNPtDGOZxbt8X5HluadFRFNY3BQ3uHQjt4czyiiOoBqwGBrkIEWVPOqQlrCws4M49OV7Gdqs+0V0Y+SNdNRKxS/kIHSKFSom9xEmMEikj2mepVbvjxjHyRCoqWZ95Gfq0EMzliJY8Dw7vaO6N99Ma6/pOVeDR8w3iVNEc/40T9xkOFZzIL5ZZ/VXU5gHOc1TzwglKCJIO38HPVL8UK5VUGZl7TYuA6hvqexmsfVhNR4dnjMvj8WuAt998E5MzKw+d97DTQrlMVE4CdMzT6pRCbK1dfej6Wk0PBUrUz8xLjvGg1ccEUZ/2Axd4/4eZ72To2+wRr01OIGbV9ZBim7Eto8hnrK2OT7w/w8zib/1DFfrmvbIWf/tnBaFe++IznNtRbnRuTnLLmiN9v+ORWOCQZUj7A3hRiJiP0YBOUdmwixwXoyM2ZAdM8Ea+h36XjksFmYl7929guC1J+qUV4f9MLUzj+IrA9o4iY971iVoZ29sSrhYYam3dz3DqMaGCVGVesbO2jmKZQoI0he7yy3Z0exNtNsgf7sq/F86dxhaZ3A92JaF74cJ5vHNN+v0qExJezs5KiLP2YBfVqny5G21ZFObnl/Eqm6P3j2QB+uTHnsXbN9cAAOfOyHUe8TPXt3eQZ6J/h50bZ1aXRtJFTK5v7+1itkr9fb52TB/V414Py/MUDtgRHlXjuIOFshRFWlRLPmw0Ued9OWBhRekruSiPhP2SxZL6xOqXf6Q2jAzoUZFAw7UheXFB5KPXlWNobsB6EXQxGyWYRw98okx8/n+aWcfIVxHMIIpgaBRtjYaydrQA0gCbf4bAD9yCaLhRZXGqeXA3f7kwB5ORnc8/HnE6HyLJye8y667BV/mmDKOQmuejobP1fORZ9LF6/mEZR0eyKBg1GN3uuBVwefkxAMDxrqRnOgfHrvfX0jO43+5jkJBzR++Ooe+h3ZaFqq+LMHtpCxGQJnwf/VELYYhhX57PP/gVoYZkNkOXXLeU909pUBYjMQN3Py3wBD1Prn5RXvERwGeKSFWjtZPh3Y35f9YYh6jjMR7j8aEdjwSC83wflUoZAwwB3ei5cgdewZFGyyqprEnqJHbu9TG36Av/6TwSJkhvvy4a8/NPnEVpXhCI1XDgBOv+zFmhXfiB7BLFeskRPY8O1McA2LklKLBPiK7y6vUSEDAhv8i+0OrkNA7J9L5INLhyaglrdN3KkdBaVBWNXowesccpJv6vra27vlqlkDRbfZy9JOf7+tclRP5Lf+1fAwAMXx/g1k0pu3/ihacAAJev3UZEWD89KwnaXpxiZpHa9oQiBQoVLi8tod9vcZ7l3zQb9SKS04szK4t446p0eWifrNI6KsU8Bkyc9yijk1nrRDi7DFvDKETCAohrK3ROUyP0ojQeY6wrxCgZumlrKGdSOHpIDFE+1B1PkV4SpwgoxaWdD0EYOIpCou5XpLd4vnHXlfCeJVnmwkstemRpimEoiNbPWvx4FeocoUxrTtAeHK1kxNZXJ3dNyOt7ilGAiEorKu2dJLFDfz7R5aAX4JmLgqLafaH29DtSUAg8Dx6f8YgiotFEiNax3KMWBLUtzk26FoMZhq/7SmTvjLxOVPknThP0hgw1iV4tUiR25J4GwHku/MTPbDrah8O1gY+cA2Xqaww8fvHSw+9zkOz9YbMxghuP8RiPD+14JBCc7GEWaeJhSH/HWklyVK24hRJ3/jjTtg7uskmMiK7mA0o5VFdWsE4n+WhKdtRXv/E6ahPy85BJ3FWaV1QKJWgDYL4iCMdai+NDOhcxJ3Poh2gyB/jUC88CAG7eXQMA7O3tocym0dPLgrTeunIZ0yTFru/ITrr5YANPflT+9p13JBenkt3TU1MYdGXnf+eOHHd3fx/PPSMJ15tEfvXaBN65LIni1VXJld15W5Dlxv0dPP0Rybus3ZUCwFS1in0qp6zR9Wlmahr3KcU+TJkoLgvyPNg/xCuvv8FrkRxfP+6jXpX5y4hG3rp20xUS6rzOLvNsvX6MhOakmhP2gxAJizMhKS+R5yGlJlqfu3yoqM0fGQppTinNMpd/hbp1JaNcjFI8XN4qG7VvqXKI53uIVQBUawxx6lqBlII0VLOc3IlWsGz0Z3rtxvPda1qncIjMul+4H08KNiqKGdFFzAmrT+a8SDEKw8iJkmpuLx32kHGC+6QpFeoZLr8tz1ZRIZESZ32DCRZ4GiwGdJtDR7rVFsgsA44P5VlvBEoaVkFZH3lGHSX2nw47fXzhn0lEEKtZT7niqFN9Up3++k/f5yd4SDX3xmt54vEL+K1fWnxonmvzc5iYEzQ6UjN/f7k3HY/EApckKQ4Oj1EqVRGw8tJPRvywmBycZKDVVE0E59EeyEQ98X1/CYD09T0gn21mTkK9arHgDKV9hhENfhkXZxdwsCkLkC5wsECVhsSbt4UvFnc9TLGP1JJFnyNfre/7mCQnDeQNLZ86hSYrkxMl+cy5M9NO/miREk1zF8Vseri5gy9elYVLJZQQemg0JMz97Gc/KYevT+LyFamoKtseRh7Gc4+dw962JJ0HDP1a/SZmVNySC0Ypl4dfkJ97m7KoDijLM7EwhxyruIbh8emFeZy7IDykt96Qc6xUSmgzbG1TlVdNim0aY5a+C10228/OTeE6lZN9LlL9NIavvhbaSaC2gXGMiA+/9rx6PpDyCz3U6myhgG7KyvhACiv6ZUithadEO6udCT5AhVttlI98zy1UGlap30U8TNwi7XhtxrjfxUyc5wLfHe9d1D54/gmOnhPjBBJVCvZGCXc1dNRNIFCOXxwj8B4WFYAXuEXd5zNpsgxDfliR4aWmARqxRUEXVUOQ4Hkw9AAJWCk9POpjekae50OyCSKqFTeO+hjwOZopybH299swVp5xVT9Ok9RJYOlm4ebHWla/R/c7H0RIeC053ov5yepo7t3SH2I0xr2o4zEe4/EXeDwSCM7zfJTKE0iGIz9G3f4ae4dute8SweWJXILAQ1aUMO3GG68BAKb+0Ty8T8sxFh8Tmsjh3W0cEW2cOSf9qYWihJI7azcxwXA1pVSP5+fcCSyclSTnzq07ePCOKHsMFuQYA6LM1dOnsa4h4ay81kzajgF//pKgtBQeSoT8u3T5KpFi0Wy1USYH7NwzjwMArr/xNlIa/+7eF5R547XLqDBcfPwJObf7t9fkHO/v4MLT8lkxKSybDzYxYIjVpVPYzMIc7l2TAsEPf0bUUj7/e1+W+W5ewRlKRWmyPvB8vPwNmd9iRULZMIkxQZmpAa9TE+RxajEg6tYE88bGLk6fFgR8eNTga5lz4spTXunggBJMBhh6D7P6jQUskYQ6hKVpCqO7unYjKOUDo24FVZw0vrhoARj5TCQZfHYpKAIxKi7pjzCAcfzAzDXPWqVdGOOeBzCR75GK5GfeCEloyG6zEdQ7IblUpLCohrmx0lUC40LZyQV5rpuH+/DYS7wwz5TO7rZTYTlqqvy5PHPlQgEDeiFERaGcILaoT8l93KHEeORnWKfsVoFSX32iwHw+whRNrA9JV/ry586hT+pKxO6F3nCAPqXTf/xnKGl/wjXL4/U99bQ8w5nNYEMtLgiinJpbOHHzH5ZGsjaFcczEP3uMEdx4jMd4fGjHI4HgrAGGJgFsCtpzOsdzG/pOt0tL4T6TpjMf+QSyoSCcgy1BUHt7265H7s2vvwpAyKZF7jq9Lck1YUZ2qMmFeaTM423S+3Pp3CXElIBO1Lwl52ORQn/zpyUf1S5SiytOMUUKxpB5j3iti1n6inbpCr65uYuMf3PxvFBHvvAVQU5PX1zF8ilBTjssXpxdWsQ7FMGskH7Sv3UTNbqjb7MLgRxMrFw4hVtXpeAw5I6aWKBI2ekaVVmmKiUsLwrS/MqXX5bXmENsdtouId6kYczi4iR+9Ef+MgDgnVtSwAEmcZ+CihmVV6ZYyDk6amDA/OSQyGh6ctox9lUvbWJiAvuUdVcqhu/6SE/k0jI1hwmQoztVyoKFlwsRU9WiGQgqL0BQSpAcY+ikx5nvyjL3HCVKGQp8h44Cq/23lDr3/BFdRYsdNoPP/I9mgdIshc+8WchEeMrOBosTaI1FrgTe6K9ZPKvkQ/RVg49oMVQ59jR1lYrOMYnVQYDzp6Vvs6/9w0HgeoQ1J9ppcz78EANGBKq7FxUL2NqS+5xX5Q5TwIDdQsYQyfI8BplBbqDkaRKEfQ+2T/08Fv3SfuzQ17spIUYmFgCcRLv1AC+V3114UqIQ34/wrUUFRcwpzLvbPb7N+EALnDGmBuDXADzF8/97AG4A+N8BrAJYA/A3rLVH73mczCIaZhjCh1Xj55RJ32GMknP2oRDkksDa7u4m6ksK16X16fw/OovLb70FAHiCfLH7d/cwPSVfjDr5ZAm5RG/96Ru49OxzAIC5RUnuf+2Lv4sXf/AzAIB8XULgqNRCuvtwRa48Iw9X0j9Ehaa/29elKDExWUOFCsBekVr+aYwJLo63rkiyvsQvRWV6BgtUJX7jFbE2bA2BA1Zz80VZTCYmao7hf/FxWRBLLXnPweYejsk7u3RhFQBw8/a6C+k7bXm4X3vzGmpU+dVCQo7VOrQbqDD03GbBYvuwgc0vfx0AsDwrhZvFxSm8xC6LaXY0xI7+H6JGR6ydXZU66sNTzhjfNuj2cOGs3D9V0N1m6G5ToMW2Mw1tKpUyOtxwNLmeCyO0KKA5XVd5Jx7fFlE0usjosG6R0WMArj/fFQMizpkxnlOX1nYy3xjpksBo0Qv8EEZ5ckbLrScrhfyS62d6GMnZaktX4KPClzWRn7lDGQTarcAy49Kp09ilnJdhkSEzAaK88gG1o0IO2uoOkDHU1Op5xWaIedGrj50FAGzv7iGgsGmf90Cr19XAw8HN2wCAL/26iFr0hl3XspYyhTAc9PHjP0vJJzMSGJBrsTi1uirny1Df8+Bc5TQNYu3JjhVXpeEhMykYfYfxQUPUXwbweWvtJQAfAXAdwH8C4EvW2gsAvsT/H4/xGI/x+Fc+vmsEZ4yZAPBpAH8HAKy1QwBDY8yPAfgM3/YbAP4YwM+/57E8Az8XImv1YciwDpXvlA+Rsfdt9pIgrYxJ5QGOoCv6Jneywl0PF1cF2eQ0uToziSoFJg3FAu++Ll0Az3zfszjekb/NVSVs+74f/iu4/pqgqCeek8/c3d1FmXy5hLuJT+rBrWu3ceZxkYIOi7L73F675UQwg1hCyXfureMFhnFNhhkvfFQklx6sPcCQ0twNNrT/0A/+AHZ5blMUEux1h05sYEA56xukX9RqkygQkd26KQWRIAycMXRAtFjN59Eg6itxt++Qs/TDn/4U/uRr3wQArMzKnDUHfUfyOiZtZXN3E9WyIM4mUZXyqS6uLuGVy1LE0Ob56kQZFTpitSgYurS0hC32zFYpgsnbj26SoKaCmzz+YaOBImk4Kn9+cNBEhX216vIVkmrk5asAKBg6oMOT8RxyG7HjDWymzx37LJ15uOdCa0Vrmc0QMA0yywKVjWMnC6R9t6kiluyE16d+poX7pTJZ4tQiM0rjUBqF6nhbTM1I9FEvU568UkJG+a8WC2S5YhExi3FDhqMEbagEBh7vmROuiK0rmNy6LTzJQTxwRtU5nhwjUAxDg0g5gNqVkQEZxUCHFKNNM+OQ78meX5lHg8kqz8NxFlOcZ9qmUq5zlk421mc6DXwlBP6ciwxnAOwB+HVjzOvGmF8zxpQAzFlrt/iebQBz3+6PjTE/ZYx5xRjzSpstHOMxHuMxHt/L8UFycAGA5wH8tLX2m8aYX8a7wlFrrTW6zL9rWGt/FcCvAsCpyTmbZYBXiJAjs6/ZouxPIURQkGR9SHnvvW1RRzBxiutv/ikA4NnPfgoA0A/uIGZCZWtdiLZH+4eYnpJj7N4XNKUGNg9u3XVGMf5AEuir5WcwWadhB/eA9tERBpTIOTUnubdb7DgIUoPWLhP+ZAosLKzA0AinxZxPWMhjd0vyWl1SCjyiwsOjFjzuUhF31ysvv4wVUjYaNPqYmpzCbRKIb3LHnaRTfGeY4OIlyaOElNK+vnYfAybku+zE6BXzrqfzzOOya67fkx7Wq1euYp6SUi323D7x9NO4e1fyLm0iBmNyDvXotpqSjrLbaGCK81ekzLtnArxJ/82zlA205WcAACAASURBVFVvNFvoMcczUNFFFhvOnz+DjXtSYClP0MOzVMQulVlS5vtyhTxmp+VeHhLtNOgwH4U+wpx8vsnLZ/qDHZfNUeJskqRuPjQXV2AOKssypKn2rEa8dt/1XDYoFx9GEVIWdozLE8mxfDPqVvAchvOdxHkur722gGI8lQXSv6tWivj0D/4AAODemsxjagK0fIqOBjIH3WEL1UlB3v02O0YGMsftfuK+XynR5rCbYJIdP4NYZZt8dFm4sUT9y7xnuzu7aJFiovJNYT5iPwrQZ7TwN39uw82DB1URkfszPbfg+pcdhAtDlCfejdw8WEfK5q/c3fMdOfu9xgdBcA8APLDWfpP//39BFrwdY8yCnJRZALD7AT5jPMZjPMbjux7fNYKz1m4bY9aNMY9Za28A+GEA1/jfTwL4L/nvb3/Hg3kGQRSgeXgMMO+SMgdnggoGtD/buisVSnJYcebCYzg4lHzOxpOiHPL8+afxznXJP/nc/ZbPrqCutmqPsb+yJevuzZsHmKYV2a1bggznJrcwUChGVLB44RziLUFOKoXe3RcC48pkedRPyDJ2bXYe/aaSE+V32w+GwFB9KeX6Nt4RZJTYxJ3jzgaroo0jVCbk2tWX8mBr05mrqD9ek5p4xVwe9+5v8/iCQCqTNezsCuoqsIcwn8u7nfbGdfn8UkUQbpKmyAWkSrAPNx9Y1xqlHp750EO5Iuc7oCnMdF124EbzCCvLgnJbbPWZnp3G/XWZ3wGrdnOLs+jQkGeiKseap8pJ56gNqFIMhTR73gAhc0MDVjQnJ8q4vSbo8/TCPOeDIqVRCMNqaEwFjDg3gwHzjdPUtrMYGcDk1FOVWmbFUgE5NdPhvQtPIAftvUz6Q9fPGrEHNO5orm+kHGJO6KDpc5Q57TcPebIICiQ+T0+SfuSH+PpXxcRoeU5yxQfHh5goynz5ZeY3N7uqHo4+W+iU0DxV8d2canuWNxG4e2BVNA8GsdONk9/0WIEfNtr45ueEbRAz35aEAYbU/1NkbU4KuRBHaQ7u1Fzdvah4bPnUGWwwt3hyqPiqQ8WaixO52295/7vHB+XB/TSA3zTGRADuAPi7kKv5P4wxfx/APQB/4zsdJE0yHB/3UCiVkdc+yEQmtLZ6ASaUm711W6B5wAd48t81qL0iN2Lmd4UScqu6gdXzQsW4T6Z1fbKO9U354s/OygTpAja3ehp5wvFTVA29cX0DtZwmMMm0jyoI55gszeTGPvW8OHOtP1jDZCAPzMqcJILjYYo7t+Tzp+ckZOgNB7hH3leZC7mW8NMsRVRlT+AeeyRzZfh8IPVJON7fx/S0PNST/HeDvLmP/sBH8YU/EjpHQu7boNVEj2KWlqz0p55ZxRuvShGgQkHKxXn5Im1t7yNSJyxmp2/dWce5x4Wac+UNacSv1KYQ0Ju0ecyFiEIJczPTaFBep8f8arY5RJWLtQpjtg4aroG835VjbG5KCOrHKZYoXJAM5eI3N7YwMy3Fli6PG/gBTq3IYko9T9cI32l3ACrTKh/OS1IEbBLf4xe67nfdwpNk6stKmsQgdl+uQLsXfA+Rc/CS5ygIPCfM2WnKuYXeaAFzBtFaUchOyEtxcTKwCLjA1ialeHFMAdByfR6LfI62mKIIowDluqS4k1Se4QuPX8LNq5cBjDYN7WQZJAl8brbqYeJ5PgJ+v447NFb3fHgs5E2zuGU4uV34rh84UxkpC/S5IfzEz8pmY4w9sXDLJevzajwPloIZGqrO1yZgrSoxa79u5rw3HLvGG3U0ZO/DF/UDLXDW2jcAvPhtXvrhD3Lc8RiP8RiP78V4JDoZAIssSwCE8Jiozfuyy4b5CfQT2VlKZdnRTZVJ06Nj54i++UDoFOdna/C5C+9z9zsziLF8RpLv+0zWe2RjT9VL2KTcuCa8J0p5FIl2Nm9KWNyJY1wgFSSLJSzuNmXXajaOUV6inBB7/W5cv4PGkZxTyrBjolx2iXj1mwQVF1bmZ7C7LejuNBO66/c2YYiSVPrpqdMfw93rQmre3pFryUjhSHzjjp8GpIYYH0sr0gM6Myeo4O3Lt7FIUc3v+34pzvzmr//Pco71KraV5sB7cfb8Cr7w+9JxoWhjfXsX50kMbZCeoWHjYq2KiSm5f+WaINWbl69iZYmseyKFZmeIiboghEWmCba2pcNkbn4GD+ghof4ZwzRBv0/JdCLE2ckJlMvyWdt0SrtEgdG7d+664oF2buxsb47uAUO3dlZCwRLlsjijKDbwvJGsuq/s+8QhMfW2SJOEzzDgJezDVcqHBWoMOUssugwHA3T57O6RzF3MhQ5Nte7LteRZhOr2tyAxCJAjAp6qV1FN5Ri31tcAALsenD9Cg6kDjUI6ceYEVNXLpD0YAEOKatJjNfQ9dBgl9YhKW5tSuMlFHoJIngE7kPPO4uQEaZrXDPOu1gVgdZH6/6l1KHv2tBTRivUpGCUmQ0fqpJ68d7lvSafLdy4hjHtRx2M8xuNDOx4JBGeMQRQFCJChP5AVe3JVduFu+9gldXNV5kWa8v9379xCmT2URwPZYVpHbfSK1FxbZsw/t4R4KKirx2R5fVZeG/QTlEkULZIEmQ9C57D+5ivS9lWpFDBoS34o476wvcGEPkros99va0OoJmdPLeMyybwqrz0Y9hAyYa29mi2ipYVCDoZqjw8esC2rXIHHtqnN+5LbWF1YwNGRFA0WVyhN3ZJr+4P/748wz0T7yqq0QN25fRPLmrcifWJqdhJbPPff+b+lBtQl8iwbg0Vq4d3ZEurLy19/DdWyoChtYer0e7h2hW1p9GJ96ikip3fuottlkr7M3tF05K2p8tfnzp9FxLzLkDm1IlvGNja3MVCvzYbqzQUokjj82LTkWbc2d5w6SYXUlL1dovQwxBwR5C7zVkFYwHDAvJYzMskwoOFKwcpcxkR5JvQRhZprGvWuKnUkdmjQc6gkfVdbkecZ9IjUu301prEO4Si5tzu0qBbkGVdkqAWlziBBmQgLJKvvH3WwTWMjBVAmHWKYqCLKSCgUEKMXFRbtKbHDjvp640BpMNaprh1z3gqcq5c+d9a1kVn2qQ7jFv7tn9ngeXCOjHEFijw9dZU0nNjRHGlhzcLAsmg2ysGd1H77duPPOQf3PRvWIh0MUK3NoU94DfZv5rPIORhhwH7FljzQ2f8S4LF/Kl+q9N+XxOphu49zU7J45WgDuHHtCg4YmtbK8lq/KJWjtbsPMMFEuzr3FFZn0OYC8NwnJcUY9w6Qq0iIfOe6VGwzKw9rlJ/Dwb7c4Bd/4NMAgP0Hd5CpaGKzyfflAPKKhgyHVdP/cO8Il56Ua3n1TbmW5qCHhL4IKoR4+crb8Pnwx+SpzbDjIB6OvsjLlG1qNXp4c19CWg3NirkcuvzCzU7Kwze3IItgEse4t7HJc2OlLTIuNPRPuFnV2H1QpOLytbekcFGdqiOkVI46Kj3/kSdwQNGBiF+43a0drMzKnN5jePnM47Jw3bx9H/MU6jygMXcUGhxxMddKaZSLEGjoGOriOxJObLFvt1ySha7T7qDEXkcvUBPpFAkrgiwcu1Cy1+sh4vXpecfJyJRa70Xgexiys8SxuIw251tXlRw9zCdY+hrKZhm6rGhOzkjRp9PVxcRiblLmaqtJTmS9jqOGPFuDrmx6wzSDx0XR5wqqi1+Qz2HA+6gFEz806PRYWOE5ZtaiwOKMsgi+8d+x4GMS1yGhC+cgTkZXo8UUY6Ar+NNMZQxdoQCoT8vzWeOGDFgYVuhP9i+815Dmqfce4xB1PMZjPD6045FAcMYziPI5NLoDBB53joTmx/v3nGTLxJTs6Frmv/HgNjp/JDt/mTvOM8+9iJ11YcCHRGQD42F1UUK2/YbsdHfI/6pUq5igDNL0nKCHuL+PIYsQVy6L0KNvCkjIk8tVJIQbqqhjfxPPP/8Er0a2qds376NICeiYv5udn8XWhiC9j3/8BQDAgw3ZjTudHopMRGuie7JaxN6R7OiqXhEGPkIed/9QrmWJlJNiZNAkzH/jhqiVnDq14CSxb1wVJPf9P/gJ/MlXRCZpSPWHNpFC3ocT1AxYvLj3YAf1CQlDz1OhpdE4cp0OrUNBZiWGlzubW65nNCQCeO3a25gkdQUM+eoT0xiw1D83K3O6RxezWrninK1mJ6m4Up7HrbvSvdFzEk1VdPrqwUqUpr26wwHq9LrVuZKCFmGaE/PI4FOINKBpcqvJ3uYwcChUw+Mkjp26Rpaq6kcKw+4AZeyrBLfIcqtkOj8zsyfMI/g7zziBUJXYNzzG4y88g862PAvTdbkXcZK43kxtwTBphkSlsk7IowNAOhw4JRLt1+0NY+f6pUURDxlCdnL4PG9qmmKAxPXJ9ojk/tY/3Dwxma65FBELdc4Gl/OeWYOz5+S7Zsx3CkMfHlkmKNnzSsB3DGHHCG48xmM8PsTjkUBwvu+jPlXD3n4TxTOiMdWik3ttbhnz/4Hsrlf+seSGdqlA8eTTj2PxAhP+TBxv3F9zwpEHJFxOBQYDo6VwQQWnH7sIAHjw9i2Uy7Ij3nr5JQBA+dRZLJ6TvEF+mjpvV9/Gc5/8DADg65//PAAgo+bZ8888Dd/qVMoOdmZpDofc4ZYXpXtib2cbz74g6iF3bwoaHDKP0BumWCfJNWIy2QtyKOapp8b8WRScEAAlq79DIi8KJUxQg25/XwocWxv7TgMvIML6xsuvODHEVrvl7gEATFTL2CVtQSkhT1xcdbmeO7cF+XomwNSkfFarIXP75DNPAwC++dprJ+Sp5VyLno8OaRE5qop89PEncf26IM0qk80Hbc5Hu41CKvdqhoTVbruPPFFdxZfz3z9qYWpCjpeylzKkcGNtcR5gLrDCft32cdMhWjXhmSgXnclLTGqF9dmfmTSd6KSiqSAIEPO4gbp7pfG78k8ntN8MkI5+lNc84352XTBmJO+4S7HRWl1ycUeb+2jRHU3v+zDpOmFYAkkYGJf789nNojBvGKcuh9rmvYAx7nxVnWNmdtoJeqq+mxbWsl7Xyaj/2E+vyQ+e5woKKkHvGeCJx85zHiiQyTdVCjnkiPAzpwji4wS+xZ81BLnpGJvOjMd4jMdf4PFIIDjjefALecxMJeiyReux/0wqgy//3B2sf1XyVFUrqGp2QRDR1WtXkO+JvPGAShm5Wh1pRt0zIhCvUsDOtqCjJmkJEyxZhxMlJytlqThy68qbONygzhffVygX8MY3RLnkub8iFoVvfOWrAIDtvV2sTkork3p/zl44h97b0lrWZU5o9cln8Cd//Ify+VQzqXiC1ja2NjFkBa3ACl6j2cFTHxEDmjtvC3IyYeQcwJcuyg7pU511rj6D198SS8FFUkN2m02AlcTKhPwu7vedB6aiqRlaG8Y2hVFyLO0LN+4+wHFLSdCCHvzI4OYtVo4/zpa1TblPRT/E2YurAICrV8Sjc/X0EgakxPhBwR3juC1IKF8kRYFy47EXYJYqIg3O3+LiLGpEYntHQo+Yr5Zx7pSc542b8llKRMWg51BjRgg1u7CAPVbUNdfZ6fdRztgCRDBTJBLOWh1EKtdNNON7FqH3cH/lcBgjUFs8J3GuOmiZkyBXMxkLOCUNFdzJMpzICxKFUnl5kMbwWJUvBtR76ySICd30uFEuQJdUKNVUVEqL78EZ0ljSYsIwdD6kMb2FsyR1Vd+X/rlUOYc81wQB+rQJ8F1FOIMTMdaLN75rnRu4HKN85vLZMycaVc2Jf3WOHn7l2w1rR5Lo7zUeiQUuzTK0Wj14feDiL8rCNuzJl+HF//oi9nbk4b///8qNKxuZ/OW5RTz4nPxu+adkQSqUCgjY5/YGDZHz8LHylCyO80xMXr++JseKIjS0NM/+v3LmIZyWpPdUXRbTdvsAZynEt34oFJJPfEY60pr37uPNV6RH89kXxag5Q4bTj0vI9oef/30AwA+trqIQCcRepjPXlTeFcpImMcKc9llK2Hjx4ikMSIeY4vm8ff0WPvGpjwEAvvEN+UwtsOztHiPlYnfUJc+oXEK7KYuBpalxkqQwvhot84uaZ/gQFdBsyXzcvynFmgvnT+O1N0SePM1kQf7I88/gS1+UBf4Oe35rdVl8uoMED+7LIrJAGsj65g4+8XE572uXhVsY+IETOjjckfSDCnv6to3pOkUQjmThunrjNk5x3iolSmh5CbbpAFWv0jODHRsPdvdQsTIf6/eEW1jM5Z3UUYFiAX6WIQU7QNhTqZlxzw+diKP2n8KkjrsGJvR9OwpRddHTlSOD5xYxVxSwdiTlfaJ5X1/W6HZjS5615YUVNJhO6AxlMS4GBhFXERUHKCU9pAzjNfhTc2XYDJ4uSqS5xHGChEKrc1Oy6fYbDYAFgg55e+r/mmTAv/kP1nhcLuDW+5a15vzjF921hvzMgGmFyZmTEpHfuoy9H5qIgYX99kpsD41xiDoe4zEeH9rxSCA4m2UY9HqYPf8s9u8LOz7JZLWv1vq4Q6eouYnHAAB370m4OT1XRZtIZf/XJBR58ZeeQMzdqcydKwWQYzm6sSGUhnxedpXF86tQ68tDulQ1G008dl6KEHtrVN2YnsbL3xC5Gu3pPPAlFJpcWUb1XQlSDxHax4KcNMxIukcoRJSKJlnZ505Z930UJimXdE16MNPFZeS5D2/uyfvLxRKuvCl0jwUqgIDKEIf7++iQwPsTf+ffkms52Mbl1wUlPvexT8qxHmxh7bYcY4IS6kp5OWy23S7fIoq+evUdTLJjZMC+zCtvve2oBhefUKURISjXZieR0eWpSApLtVfGLBHCZVJwvvaVlzGzLLv5padkvkOGr7P9Hq5elRA/4b0rFPIO0eToH7q8Mo/ZqtyHtftSuNk9lDmem57E/rYgw1ma5cBLnVDjkDJMpULOpRFCooyUqGZoA5QCxUInXLAYk6XsADEwsI7F7z/0fisYjj/zNHzfFQhcsSHLXBiX8p3qDm9NivPnhOp0gxJbtfkJDBiOJlQ/6doANYamTRXgZMoh8wPXeaFKH1kG1Bm5RFQa6edL+PqvCHqO6YoGzstw0HMFJFXzsBgRwFWosxAY+LxvqsJ0VlMqQYR3Yyt7Aoy9d6nhRGHhfaiJjBHceIzHeHxoxyOB4AyAHAB4BVRnRfni3l3ZjY+bD5CflHzLlWvS5/nCL0lS+7ixjcZ/IaXziOTftX98EzP/QPJVk1QvqFYqWL8heZypFcmpZXcEEd148yrOPyGfuU1qRXFqGu0D6lpRLj1XnoHJJHd0sC7I7MwZIfdaWNeapOoVjY17mFwWMuMShSBNvoQdWtyVWQDpUNb88fOPYXZRdtJDasbdvnsHAYkDbFFEmA/RaFIkkujogD2m5cky0BRU8JUvfpHz10GeXqwH+5JTO251MWStP2byfY80EHgeqhU5t0tnZMcdhj42KCqZEGEUTIgJFgFyzOdp6w56A1wiDad1INfS7rVw+bLk8Sqkl6yuzOBon6KMM4IkN+7I5/QHfdRmag/Nh5+lOMu2nxZFPEO/iINDycHlSPfJmC+6u3YPQ8p1FwuUdW/1XYJbDXF8a50ahjrztemyUskV0YtJdbEy717gOS9YY9XS0neIQmkRI2n0wHnBqnGN5VwD0sol/+u73J7n2qzkKGv317HC57nIh2F758gpoug1I8hhQAWahGRh7SPuHh4j5vEC2gwWcwESUmPK8/L8HW3sOFtNSxQYkwb1b/z0XRKXR8KvvoGDYJcuyn1HajFgrlz7aav05bX2vZed90ZdnFUDmPdhG/hILHCeMciRl7V5T+D3mYvSlxkPh7jyqiTTF2l4fOVVccQ6+8YzWD6jsjZyE2+++hr6/1QWluHfFDh+sHWA889J50CX7PvJUxLuto+PQL1LFOj5kLWPceeA/Cn2qU7NLWFhVqp1hol8KCPe8zG7KlJAt5lAP/fM4xgcSKg5d0kqoe2DbazMSahUpgTQQkMWv2IlhM+HrkMeGmyGmTMSlnQa8uUadpuYmZG/OWjKF7tHieNup+MSvyT3IwhClOh4dO0tWeSjXB7z5OZts6H+uY8JP2/99jp6ffn8Lh/ad67cRp7M9hm6kzWPj+Hzy7p2V46xMi9hzc5hEy3lvKm3xeYGFk7LtazfkdBz4942FihjdP+GbGgeux2ajS6yplzE8hJ7ivd2ndzV9KL87u7dOzQIBrKhnPcCX+vu9OAzdFs8I9zIt1+/jDz7nEv0a2h1m45lP6C4ZqAySEjd4ucz/PKS2EkjadCZZQlOMNvkfRQrTbPEqepqR0oGl+d3MWpm4RZJR03jPUiSGFvbEp6X+UwWgsD1O/uBhtYZEn6tY3YAHbZoCu37yHFDSyk0WpqsICRf7i4lmr7+z2eQpWqwTDVjqiAbeMg0uX8yruQJX3v7Bv/XuMLKygVJYWxuSBdKzvhYOMeF8H0HkeqqpdtGAmu/89+OQ9TxGI/x+NCORwLBZQAGGRDZ2O16V74pPaCdzEIh1pmfE87b3huyk21tHaB1LD9fIkqaOnsKIcvkffppzl84i7gnYU7ES86RImB9i0FfdquDI0FES3PzOPcRQTS//zu/AwBYfeJ5JJ4gilvvSKjcZ8J29amP4M5lYeSbWHZDzwSIJgUlwcj7/Hzgwi6d+RYT3e3jGMNUEN9nPyt0ipf/9Cr2qLIxSRHMgzuHON5jeEYpJUPnob/6r38WV28KmjrckGNlXoRdOj+VSCnY2tpBxp7HOpFkgUnkrd0dLDDxf8z+zaeeu4QdyjV9lJy3l776MvqUNO8TDTz34scBAKf3G/gaUXaB3RMT+QJe+5oUaZQCMbc0iwdULjl7Ue7tqy8LWn/h+add0eAe+3frE1U0G4LS9jO57/VyBTucjxz5g50WeYHL8+jTg7V3KIWpqaUFWMophfSoKCATeXMAhohI1UUAHz5/Z9n5kA67o5bLE7LcGqF7J4QuAQFo6h6vCESOqR0MDq6N+kY1RORrSQoYphWKLE7kikUYFqHaLDb4vo8hFXmUl/f/s/dmQZJc2ZXYee4ee0RmRu57ZmVW1l4FoLADje6e3sjuVrOb1MxoqMUoaWTUh0bsWUzifMiM/ODHfMjEZThDkaaNY5KxRc7Q2NQ0m70B3Y2tAFQVaq+sqqzc9y32zcMXfdzzXkQV0ACMTY6VgfHMgIyK8PBw9/B479x7zzk3yvOMWMr0pNVa17BeRTkv18timkdZLeWMxqlfo2ohhGWiRG0PFSAwHcRCFl+ssBU+9rPfB0jPCSIWWsaYvGb4aKOF2pz2Vls/cXQQXGd0Rmd8bMcjgeAsy0EymYVbKeGQK+3UuTMAgNz2NiJJKQLsr8mqPUzniartocH8U2FL0Nf07BjcmiC3Meo+w6BhvKb8QFa33U0hfq4sreA0nT00U7xvoAfFEn3VdD7HrWJ6RnSydb3iMcdhQcGiemLmjOT/Xv7O9/D041KEUAnm9gKFHG3Gp2blnJ544WkAwPKNq5iafVy2Y8GiVq3CIRrtoVZyz4pijvu9Q+ty7cZ14fUr8Ik8NKmy6fnooquKRimJTBq1QD6jPyPnd+2GINDRkWEkSNWoEl0ODQ6jLyrn8L1vvwIAiCWisLlav/ipTwEAVlcE2WacBGaOCiJzSXOYmRzC629eAgBM0qa6WCxihFrfGzcld/PYk0KUXlnfQJEmouUSKSy5Eo4eleumVSq7u3kMUGvr0iuuTK89VfEQpebx+i3ptNadSRgvtBipDfvlojGY7KbnWm5PkKUfBnC0DtOV+0qFYVu3J3A7ZYinYZu/GyBAQ4UPorUg8E0OLtQE4qDlAGLoJIY87COkBll7+XlNXzelh6W70IVAMt0y8gRaSC5frMBhPjbVL78Hr1xG0xGE98Zv9UMPgkTTVMcgVijjhRcSPaowbB0vEVaoQpw5K7/hKRZHFAn4A1NzbcRgefTvfnMSHzS0GaalJRNQHwnBPRITnFIKVjyOXL6I1Csyiez1S0KysFPBzAzZ8GUJTwbYXWj5II/ecbl4PazQHG7mUSZ/a4AcM6/aREA+T3FfwpnhWfkB9vZlkKcRo64mlSoukrr1W1kmxBvvXMAzL35atvPkuRPnZWKcv3UNDiuVN1kpjEYsKN5ocbbhyxfrOKAhpa5aTlDUPz0xgUZeErkXLkl4nk5mcJiX7YfosrsW28AGwzqLP6jPfvpFAMD28hqW1iU0HR8TztmTLzyPdygpK7DCGovHkU3IV19hyJJn/4poJAKX902MP4aFW/PYpgwrxsptMwjw5DmZaDeWZGK7eVs4g/BhlADnz57g+VaM6cDWpoTdjlIoOuyHwcrwxjLtkFwPw2Pygxsa46SzvoUy+zlsbsqC5rkehlkgGGEBZJuFJK9aQpGuygMD8lqlUkaGyo9CWb73SCSCkCHZxqpUmhMxLVi3AfvBakDY9rsKdJiJNuWQLkq0h2EP/RYVWuLzkOFrxLFbhStOiHpSs6BMzwL9OX39KVRqlHSx8q1shYDnUi/zLw0d4okoQvL2LE++n0LVRSoli2iTnx0GHhRTRV/5R3f4mZxow8BMYnqqCZVlJnBSMhGxFKLa8JUTmzYBiNiti/FRzS2VdiLllBUG3keZ3zohamd0Rmd8fMcjgeBgWVDxGHrjGdy6Iaz7xv8kq/Bjv3UOywsSikH3LODqnVIRgB2dbNINNpY2kKd90CmGFPVyAYl+QQ+ZLP3nS7KP0u4hqhSBj7FvY//gIHKbgpKSXHWazSaWbwoFBPSuX7gjwna/UkSNK2I8KQhn7uQIDncFfU3MCJ+sx8qhRr5ShrSYwp6gmdTwAG5flnN3eTxPvvACbt6Qz4gnmECv1jE9Kmhujuj1zj0Jv/Z3t5HWqJU9H5aWF1FkAnruhKCp+/cXEIlI4rd3RFBSnsjo/LnT+AtqTJ9/RrS068sbeOopKS6sr0lon850YXVlncdEu2/yko6dnMUmKQ3z88vc1xNY5zE9/oSEocXDHErUAXf1CJ1E01wyQqEnJQAAIABJREFUSQsXWGiaYUjrxOLI00arwGLDyaMzKLGYtM3vPcuk9vLmJoYnhb4Tj8p1WVlcNEqDVExQz/7BlrFhGhyV46hShdL0AvhE9jGTSG9Bh/ZuT0aRacJMXViwWqGsQXwWWkUGeS3wA+AhqbnWtXalU6Znq74XqjVgkBplfQ9boQOP6vaQxqh1cvqshgeb9uu6v0Q8GcFrvy33fejL9+gHgOvpwsODBgIIpaeCnC+fCn1zTXQInuntw9Qki2y8L6JaMvSRcVt7EUJPVbxmloXA61iWd0ZndMbf4vFoIDhlAU4Cld1NnDwjqOH2u4KWmqUiApoKpmn0l/5LWXHuu8vIxmUV3mPn+t6+XsxOCSphA3rkt3OI0GYcCVnBLr4i5pbDA33YZ1OTI+yQfvnCWzj/ouS16kVBCqWdfdS5wmmHD9BGx/d905V7hXbpXr2Eo+eF7lHeEdRzUCkaFvrysqCfT3zyeQDA4v1VDI8KkfiAXafuzN+D68pKWmCiHQixS4vwFZJ0z5wW0nJhf8/YRJ9/6gkAwHe+8zKmeF7FbUGLEQXUqaDY2WA/WVoOHezlMEpGu1uVvOVeIYdZSBJYUa84MNqN9RUy4BNs+mL38VjLGCXpN7cjiOv23fuokyKxtiH0j9nZWQzGZbvskNBVtonODw8PcJLk3DRdRer1PLqYL7IhSCvTlcI+85kRItU6cz+wbWRp732bKphcKY8ErZBKpB81Gi485qYCorVokrmeWkOaBQHQPU6CsA0ZGJeQED6fdQxxl4UIpUyOyuTlwuDBZB7Eul/bOmkDTt2f1QsCgwxjREINL0SONlZR5rUcy4LH+1KTlx0WAzzLNo2HmkS90UTcEJk1JaQJha9oxxBDyzBlBATaDFM/o1SrRym/41OnjxsqEnhs74e3PswPxOL9FpoiDakmvmts2j/4/T/FUEr9E6XUTaXUDaXUHyml4kqpI0qpt5RSC0qp/1cpFf3wPXVGZ3RGZ/z1j78yglNKjQH4FQCnwjCsKaX+GMA/APAlAL8ZhuE3lFL/K4B/COD3PmRvUHYESHYjEpdqaLki1T3vT4+gcF8Qy8n/UVbtW1uCiJRlwWdOa2FFcmaZTBqZlMT++/9K8ijbnyoDRC+j05IPO/+kEINVPI31N6UBSy81o5sKKJcFefTPSLV1eXMXTfqk9RIBRGl/vn5YRHevIMnhUKqXiUQKTea1rt0Ql42nnnwS/az2WizNr61I1XB0fAhLC4L+dPtCLxID6jTypI257UQQ6IoSaQA6B5bt70O5Jo9vXZdqbiKZgMcVtK40ydTGIFFascL3sqnMXrGC55+T6vAbr70l16BvENfon+fyeOrWBvrpIbd2KNd5ilbxdxaXEHMENUbZa7ZSrGOYWlv0CVq7ffueQSrld9kflpXQw2IJIyNyLbXEJ51IYYMIb4DfVdBsYGpCqqzDPKerFyVv+fTzT+Hym+/KezPaDaPLyKYsyrJSyRR87aRBaozd0IRthRgRofZVU6EyelPfVBdD2ERzvkZm5k+IQKM6bXuuFAIDeujNFgRIkqysffq031sIhZD3utauxmMxYynuBWwO0wzMZ7QwF/XMiRgapNIEzEOGQWt7IzUTzZh8Fp+yjR17aJxRlD6pNl+2IUYhA5kuOKzEemQwxJPy+w3dIkDaEdr0pGX+1a8INUQ3qrEfOBdlOR+qaQV++hDVAZBQSjUBJAFsAfgMgP+Ur/8hgF/Hh0xwod9E43ALykni1e9Lv4NmnVA0TJmGzG/+KrtaMcxMxeMICXyffVb4ZBHbxtvvCIv+ybNCwehJRTDCrlqrd0UHmeA+91ZX8cRpSaDP0+6nv68bN+YXuA/h8thhgCc+IeFknn75EXKEGpUaquRe6QbGargfXbSh0QaLxUrZNJR+8rx8pg487XoNC4EUC+qu7GtwaAhkb+D2LSm02AjgUHu5U5Awc5vh+enH5/D6j2SyPvKMmHEevH0Zcf5YVin0H+zLArSySTNznmZnsa2tXQT6JiKXrlAsYWJCwsTNdTnnuZkx3L8t30f/AGk8XEQmhofQ2yf7W6Tqo1itIEobo172wkylE1AkXDWodR2bksVp5+JV1Dlx54tc7IIAT7FAsURqSv6wiG1Sf1Js4J3lZ+9s7Zjm301qK6O2A4sh3EFZLm4YeMjwnkJCd8SS7WNOxPQvSOuJK2xNHlqZYFnWA8oFec1sbhyAA200CaUjN6PZjMeiOusBx/SI8Mz+lZ6UuONarWqUP5FudvmqNdFksNl0NS1Irq3jKDgRfj6//1d/cwCKoWyT51dvuNAeYnr68Y0VVCvoa0lBleGnnaLtlWW1Cipa1ztILXngAyFTJCra6oyVxsOjAWM/ZjqQMdBVMVjW32CRIQzDDQD/M4BVyMRWAHAJQD4MQx3OrwMYe7/3K6V+WSl1USl1sVQrv98mndEZndEZP9X4aULULICvAjgCIA/gTwD87Ed9fxiGfwDgDwBgvH88zJV9jEz2YXBY5sN9hqHF7XV0kY2empPw8qAgIWujWAK9E5HblvDusNrE0ICs2vPzEtoM5Ifx7lck3MpSVRBnR/fA8ZAclJBwIpD3WdkUMnzv0h1BCpPTo9i8L4hlYFxgeJyr3OrqJrp7JRFdTWjo75sqR4YUhYHRcRTYEaxhUddYo8V4oYQusuj3NuRcTj0+iRr7KdSIYmwrirV1uTZDY3IcHgsR6ysHsPhZ77wh/SOWN7YNcz9LMqgXBjh6dBoA8NoP3wAAnH5SELBv2fjWX3wXAJBmcn1wJIuNVUGJX/zaV2S/d+ZRIGVjckroJ1uk1oyemsMa6SSf+MxLcr61CooHUrDRHe7PP/kYcodyXtsrtHIqCFr6+//FL+LCj38MADhOi6R6tY61dfmMdErQwIljE5imKiSapH03+zasLC4i2SXXo4dW6Av319BN+63hLFHrzr6WSZpkvTatqJUrSKSJMtiIKlAtBOcQr/lhCNuEsDrklG0sy4KribsG5QWGPJth1zALlon2NFnXbqOk6EcJuomErg+X6EsT/CNRBzVqcXWxQ6tJYo6NMkM98pjh+i6aTR36ymv/8T9daWlJta26PogwaOllW1gViimXLFNModVAhK8PUMlgAlkrgI7PFUPs9mH6bCmrVVzQzxr7dR8I/2aLDJ8DsBSG4V4Yhk0AfwrgRQA9SndqBsYBbPwUn9EZndEZnfFXHj9NDm4VwHNKqSRkbfssgIsAXgHwdwF8A8AvAfjmh+3IshSSSQdN30WN3cFtJld38rto7sosnmC3JMeR5aoRegiJTsoVeW54ZAA9vZKofvcdyUcNDI9g6kkpFhjDQSZIm3dWcH9ecl8b1KcOT08iSVJxN23BU6kUlCvHsU2kMnlEdKcnzh7H1v1lAEAvTRdVbx9gCUrc2BX08xiAvW2RPHkrkmfT+aVUTxcazN9V2egjONzD2rogyb4eyecNj41gbIbEV3qS3VoUS/fVtSp6iUrApHkqmYDNTkqjWiq1tYPLF4VEa1FO9vK3vyXH+MRZKLqf7GxL8aBaqqNBpHDxNbmmCiGe/eSzvL6y3xI7ZC0srmNqlHbqhEJepYalRUHDTz8lmtv9Wg0ek4z7pOMMMgn1zptvolyWPM3krJzvRm4dn/3MJwEAb78uCHV9M6+ZP9jekePu7xV098wzj6OXBPCrr8n24+NjqFTls0LmwxKZBGr0O6uzS1Uv0a5lW6iysBJpqx1o7OIZaaQy/U11Ls6k7MKglUrn/RePRmGx2JFmT1jPrZsEPuhj19SUjIZrEJ/L3FpohaZjlulfqpTJpbXMOGmT3/DN/n/0v5DcG7pQjiD1JnONoZRFzGOgpUUN2p5r4/7i7NNP8h+kdQQtJBajz6FOXIUhoHgxfeNqkoci+tM9WQXyka4DLSPTF7IOhQ8naPyVJ7gwDN9SSv1bAJchFJp3ISHntwB8Qyn1G3zuf//QnQUeUD3A8sEhTp4UTte7b4kw2w4tBIpt44Zo9Ej9ZOCXjWtgulsg8sHeHrr6ZIKbHJdw145a2F+SiSLkr8FvkCOU6sPcGQmxtK1Qs1aHRT7S/DXRV77w2c+j3hAw2k2DQO1oemd+CXNskxeNy49re/0ewNaAz37iOfnsRh0+f8AjkzI5HqXe85Uf/BBPnxMdbo4Otrc31pDpkXN+7iXpp/D2j1/F2Ky89/o1KYoEDc3Ha6BWZaWXPLSZZAIHuxISTozKdrnDvDEW0H9t3pjLS0vI52WievJ5uWn3V3eQJCs+oA73+BNPoMQF4RotnfqpU13bWEeuKBN9gpP2/n4ek9T/3qXeNB61EKPlUxfVB7rVXqMeGMF3SFb91s4uKjX57mdnWKVNJbG5Ld9LD9MPRfLiBgf6sHRVKqq7ebkGbq2OBu2EfBYSlGUjwWS3zeCjTmukaOgZV1ttjQSrZdujyflBGLQVE7Urb5s7L9+aicuiF9o2hsdk8oUnO9neWUeS10PPBi7DzWgsakTz9UYruR5hj484K/qlah1x8kYpHEE3uZflSog41RvgpAM/NNZIP//1FZ6f1bKBMpO1DlXbTAW4je1EMDHYzzMnFzBUGByVe1BzDHXRSjk2Aj35UhXke37bZKS7WNsIA61jbXU0kw9PGBuyDxo/VRU1DMNfA/BrDz29COCZn2a/ndEZndEZfx3jkVAyWLaDZM8gkijj1jvCW0qxtDxxfByLtyUBvbAk7P8p9lUolAropstGgjyxbLYf12nLE9DFw/0HASJKVs4EVx2Hq0To1nDlwusAgNlTUsSolFw4TUEKGU8Q2e1Lb2F4REKl9bvisHCUvQU830WMyO3Km5IY7xkcNszznQ1BOpsrqwBRxuptoaHoxr1nHj+LHYayNikCXr2Jc0/SQsmXsOqwVEXzroSk6bScs7beXl7ZxMSErKTaCihXqqJ/WBDtOpGWE0viC1/4OwBgeqZu7Mj5+vkdnDopSOvWFUE/k0enUNwgVYMFjWTExgZdOxI9gkIVM9cvvvQsrr4jSpSj3jA/M4I+ctyGSBeo1pvYXJNw/+iRaQBAiTZV8aaHu/uCRotlCV2++LmXcJMNsEs5uR6f/cJLSLBptUulSSUriKt0cIgFGnWO0VJpcGwMb/9ILJ8i7FFbqFRQq8l7MilBGSET7xU/gMdOYhmCiDAITTiqwzSlLBOSGSeQNpVDSASSpna0mMvjgDb0Id1vervSyFMlE6NmNGRSPQxDgMjMYfga+C2UW+Dxe3UPNp1iAleHqCxixAP86DclqvBNr4UATaLV1rm0+ktoe3LNkVMqhHqI5zdzdA4xY8VO2owCInHdzJsUGXOBfGPlpHtONGoudnflvh5m6sdSoVFIhOboOGWp8ENVEEBHi9oZndEZH+PxSCC40G+ifrCJ/e0qMt2CRsoVyZPU8mWUXMkJPU4TzDV6nsWiEaAkK9HNbZn9k1EH51+SCDlHreZeuQLHl5Wx/4hQK1JsOpOpVlE7EOTkkVi6eOUahumEMHpE0Mzi7dvoHhY0srsqRQmLPICe3n5sbkkCvZdUj65MElcuCuG4yNze5MQk7pPmkEhKDkTni8qV62jQ9WFuTD77+sI9LN4Ugq/uvuVEfLOqdscECd3bFFTTN9ILRfKxYseo0AtQouNKirrd555+EqAx5uGhoIgjo4KSLm+uY5i5zs/MiNojaFYxOCzndfFNOadb197FKfZD9bXPF1HHlQtXEIvI+RUKsv9jp85gc1UTg2X/9y/fQsOT73aU+28q2lu7TZw+L4alA71xfo6DCaLALeZeN+6uYYPXMEnkWyIqjafSppdoOknVyfIyDlgMoXgDnucZJ5AaeUdx5moTYRMxNrPRCW4PYYvZr33QEBjma8s7BDxuBUcj6px8j7OjR9CVkc9YY5MhC8AklS5bVGxYJHU3PA9OTBN95T6xLWWiBEWLDy/04dDZJqEjAU/TyWPQ/hymL6rn42u/siz70GTkwDcUEz0Mz9b4mwA2ScYjg4PwiF/jzOn2jAwBvja/fHBfUCFsKji1D5/rNuAymtmhcerI9NE2HzgWGULm8ZQHhDF82HgkJjhYFlQyiSDSRDolX3CVbaG2cxWMUhFw5aok/LUYvIkQDq1jQlojDY+P49Lbknw/fVp+gLXf28PjvyXmjFcvS9gVW2LoMtYLDwLhd8ml++wXP4clJsI99mloNl3szEv4fEDH3c03pTI3MjuHGCtR2X7ZV/nAxRSh9j1W6OLJCMamZILt4Q/uDsO8E8fmcIes/8FJcdl11lZMYtliRfZzX/gU8rQKunVJzvPMYxLGzt+eR4XFgD7yuarptLmWY3TPdSt7+N47Ejafmhvhe2WBGBkbAXIyISIl5/nOG6+ji92xHE6u67t7OPuEGCO88YpwDJ9+Tqqq3V0pTB6fBgAoi0ntAHB4TLp6eObZ53HxNQnpe/skIb20Jtd9anIEC/Pyffg1+exUXxaLNN7szsikV6iWYTGbPntSru2Fd2Sb/Pq2kXHpCXewK4rhIQnTciVOLLaDBjulxeOUBjU0N8xHzEiwKHWTKgOA9tBJQZmWdpwowta/9aTg1uXa1t0a0qFehGQfkXQSdRZUGlyodCcvJ+IYNr/PkLnptParq5ypVAI97ExWZfPtkPKzt/5lDzwS/rRTr9tsM47UNZRQGfmWfjEwIWpLeXH6lCyAA9mMkTzo3hMxZUNZelLSBQKmhYKIqdI2eIyu5xjFj6fD47DZKi4Y4wJtQfVRAtROiNoZndEZH+PxaCC4IERY9ZAEEKOQ/eSEhCKX3roCm82XJ6YkRKzSLiidcDA8J/1T63wud5DDaXZoilC43Nvfh0hS0MuJ0xLmrrOx9NLiJsZZ4h5kwWK/kMP4EaEhXL8kovXHX3wKUaK0okcTyilZKXtSMVy9RdE86SozZ0/j3R+JSiDDrkZLyxsYY8j0DkO96Rlh6YcJBwlSBLSm0lYKZ54S7eXGlqASqBANhlj9DOviXL5HJkcxQnQ73CfnsvPGO7C42u3mJXRLuHF0ZeRcegYoaF+XAsSe2keO3LyrV6RPw7lzp6BT6PkDCQdnjhzF/FXR9Q4NCvra3ZTQPdOTRYHUlP5J+T59r4EUqSA3LgvyfOyZ58wd+NYbYl81MCL72lrfhUNKTZVJ8HBvH3PnBDUsXpVjGxnsNdf0yg0p/sxMC5LLdvciSf7gnStSeCrV6ijQYihG2kK5VjDNiT0K8LuYQijly/AeRjNh2KZB1ZwwBYMXjFrBMq9pvpo29HRdD8u8Z4ezUryynAbKNaIzhm5xhv3prjRChnC+tiEKgIgjjyMM+WoNFzFLvj+3LGkIVxsDhNpUE3DJm/u5r68YFBq09Y1oIcOHlAwIESHVJMW+GAoWLK0ZpabYC204uukETQJCn2jMdk3xQBc4Gn5g+kvo7mSVchkZ3ZHrPcjNguZ6ftDoILjO6IzO+NiORwLBNYMAe9Uips6ewR6tcZyY5OKaboi+AUEBNTqMsM8Girky1G1JsKe7hSoQjyWwuyW5G3tNtl/YzGHtFUEon/38z8ibuTJFEzG8RqR15IigwbBQhE+Gv09nj3gkgQ127d7bk7wc9iSHc69awwk2V6lSn7m7tYU6Wdq5CjvVx2NosofoueekEBIWBREdbh9AMUe1tSlFlEwqhdepKW0y77exvIyebkE5+7rX54CsctV8EeiWa3X7uuQrfc9Hpktej5JKU6vVcOKEIMdDqjKe+7TQRl5++WUcI3pOkyDaqBexuynHGef+tzY2TeulT33+UwCAgKtxbmsHPWOSf7zBPOX5T3wSUeaf8nQ1yW8uIE7OatGXXMwg7bYLxRIyiRg/X67jbrEERWQ4OyOobWd7G5V7ywCAbqKuNy6I9fuLTxzD8JTkGHXOp+I2EdH0Deay4tEoqsx9JZgf1F3hPa9mkEU7L8E3WfcWZUIXF95DYFB2K89FrkR3TxZ1FgtyNcmHzk2M4+69mzwmUj20XZDrib657UD8IESNRqh2RF4byGZQJqkZEUF1b/yO5HRtJ4BPFBgQVaGNimHUCmH4AFoFWhJQFSqcZIQ03ifo2ENgOrr298rv0LI9hD5tpnQezdaUExse9bE15ofh+W1oS46tli8iRQpQyzpdT1kuPgo+6yC4zuiMzvjYjkcCwakQiAQKhYV50wYtOyRUiWK5gIInaK4vKUgkNUD3iFBhdVUqjz7LxynXwyBpDnvrknM6feY47vtSJfz+98Up41n2TI1GU4jQoy3qy2q4u5NHlh5nDUq2lhfWcH9RkBULcohyRbLCBmJEX7usWO3cXcDcMUFJy0tC6u3L9qLO5iB9A8wPsmJ6+/YiTpwWovHKkiDQ2WMzuHBROr2/dF5kXIur24hRW1qmRnL5oqDeX/pv/mtUaoLqNmhFnu3txlGuuHVtdhgbQbkoq/ziiqCHI6fkuJ974RnktuQ8QyLmtfUDY8CoEahSFkbG5Tu68pZUl0+clqpq3/gQvFCupSYGby3eNRK6l35WvOpe/fZ3ke0WpByryP4T/PdUcgwXLwkSO/+45E3Dpoc0EWSJKLBRKiGkQajPJiTDXZIbur+yg6FjQgEqUDK2t7Vp/ARDkr0b1Toy1J66mvRKekLWKRt00rLNDmGFD2s0lbH81gBOIzrf9w061yTZQrOBpE3jVPaovXjpsnmzdiJx4hrJAa7O++nPCXxEidJ0hbVYqKC/R1CPJv9qPzbX88w5NIm+rRCmemqML9tycKY1IJ+IJzOIRkjsJoXFQhMRXog0kadyIsYRxejZiJyDwEKVeUTdqtNXAYz5N51Gam4dlqV1qRodc1ewjT71g8YjMcFZlkIiFUWhUMFhTU5k800Rg6ciSdh0K92vyo+ysik36/jsLCaOisHe2h0JVde3tlFiKBRjf4KNzQ2cf0zsgO6tSWL8+hsSlmYHRlAs84cfyGTT9H289v0fAACS/PEMjWbQl+FnrcjkcWRaJtq79+7D5cTmNTQjPgZbl8l5S9aawPEnhK7S5Gdevy4FC+XEsMdCgra+effSFTxBKsaVO8KHmxgZh0d93me/8AUAwOXXRImxtzCPrR35QSdSMgtbdgI/elUE8rzPMTNzBDvsTdpDcf4r35Hzfe4Tz2JrVxYGbTt18tQxLNyTSbe3R67pfb+Jiua4HZXQfuGOhFfdvb0IeB1KbLK6ub2NmrYA2pPznD12FJMzNLikHdM+Q/aUpUyD75XFBV4/CyGT403SZixlI85JcX1V7o+zT0thZnVpGbtrkjLIk2vWnU6hSHqI7gRlOQ5q7M+Q4uQXkEYRthFBdOgpwRR/oFqTitYk8zCBwbbsByZCANha28Ax8gy9qHwHE2MJLK8uy3ZM0Ee1BZPXRIqUqAJDUMuJGFZaIq710UCRfM53f1cWFK1aUFCoc8H5hX8qi6JSxscXgaahtHV51aac+irMTo9jmBrTgEl+ZUfh8LcGzW/zmmZiC3UbLn1lQhchF5w66TmAIxZIaKkhktEEAFpV8UdhekSoAAg+fPrqhKid0Rmd8bEdjwSC83wf+4U8BlJJ9I8KKnr3uqCBZHfSJIj3NgRZpBmCVEqHuD8vIZZOnmYScdh0+3B1AjahcP2ahFG1Kl0LmUzOIMBQv6yg6VGhhqQbDZx4TtDRd/7kzwEA5YMCeoYE4Z0amgYAbN0SvWUm04NRdoC6SWvxk6MzuEwqw6c++2kAwLe/9R3cXV4GAHzyBXHqOGTYODTSjf4JCSXv3BBqSv/gELriEm4MdAudY+6xp3D5gmgpV4nqRmclFN7b38PsM1K8cPekePDGuzfRS81qpkuSwqVcHg7L+ZoVP07nlUJuHzWqHLTa4u7tBWNMubsjq/DoUBYTxyVsLmwJ5SZkqA/Lgk3r79OnBd1F4CPD6/faD4UScubEEWwsCzIssWCTzghFZmlpAVsHYkU+xxB7wAJGSNz1aaU0P58zobfuWK/R5vG5KdxkN61hqieWlldMLw2d4A7cBrq0PRJRd4X7d6BaGI5wwAoC4CH7cD9sRztEG5Zm3UtBQB5ryyMXIS2D4gzd9rf3TCesNOkRTTpx2IkoGrQz0gfiOA5cFrI0kyVpAVU+rmsUasn3WK9VDV1FFxH8to5fLReUlo7WZ7hoadeeZEJLYsHsDeygib5+OqNo7WxTGaca7WqkkVwlXzX3mKPt8b0QAW3QNK0ple1DQJeblpsIDxU+QtVBcJ3RGZ3xt3g8EgjOUhbiVhJbuToGlOQXpkdktZ88cQYLN4UYemRantN6wVqtjr5uyTMUS4LuYskEHjsv6Oj1H4gMqFz18PSMIMNakbyEFL3LlteQZp6tuC/0j4NCGaOHgh56uogKVtdxfkA+q+wSdZ2QnNzlty6hb0dyGkcm5XMq+Tq6Sdjd3pCk/UC2HxZzY6m0ILOubkFVq8urOEpjx2JOzmVkeAD3mX+qVAWN5tfvm+Va2zivbEj+qtsOkXQENRxoL7BMGi494pyorIZb+0X0dcuxaYLr0ROCxl7/4fcR4T66ugTZDo6NokI0tbAgVJlIKo5bly8AAPaIvp6nAabjxPHjl38IAOgfkHxoOpNBtSrX6InTQvHY3M2hUpLve7CfvU+bsn257uLZJ9kjlyjsscdPYJe5w2qdGsYgQIxOMeWC5NumRgRNbG4fYHeP2zNHpJQy8rcYUUkQtY0ErUZybIPyurQlV1rezOtu2QigpVotVxFjeKlJr2jl5DRy05DCsWw4LIrYUXmtVmsY1BdjcUE3jmnUXCM3C23m/4KmQeJpOso03Bre+Jdyn3pEayGRnN8M8LV/vMZj5OGEbVWGNgdLi7ku3Tjr2HHRbo+ODRtnEYsFjli0jQajE/+2I71cAUMC9ph38xtVVIk8HegiiocEc2pN7Z2XzuC9GU39QVEo07LpJ49HYoJTSiESj6M/oVBvyI+lwArey3/57/HEMzJhufwhBXT77c3GEWrrmGW5eF6ocPeScK9yG4WoAAAgAElEQVQUxckjPV3Y+G1JXmd/WUIR3xQiothm0jtNntjxo0fQPSaTTS8np/HxMXz3L74PAJg7JmFXhhWeUn4fvaPy4072yg/v9vdfhuqVsDKeZSu4LSDPieLONQlvKwyjpyaGsMTw9hwdb5MRG4t3ZIKLpOSmjcVt2JAb/c6imAl85WtfBQC89oPvIaAWcLBPPjuTTuKd16XIoG+Vvq4uWJoXViMXa1/25UTiSMZabeYAwC3mAKYA1lgI2do+xMQQ+XKcCHUd8fLrb2CaZo6ZIfnbn03BYyK/xAbNk7Pj2NmgUSPDzHSv7Gukvw+r9+XHeGxOwudqPo/0gCwIKfICVxaXsbknE3yTFbmJcfnuCrv76OZCEtKos1FvAJwUKkxXRByFhseQnVepz2I7Mzkx/tFJ+BCW6S7V6hGga3pRpj98TckPLRMqmYQ+fIQUq9cqLX6bLnJUONF2Z+TeWd3aQVeSbH6GsfVmgOlx+Z51nwtYCpbWwGpXYF6XZtNr6U21ykKpVnX4AXNLXSWW7TLsz6FCZdyJPd4T/dnhlhqfagXlBDCNLnhfaGPNctM3Zpk1WlzZlg2X6ZI4q8AIG2gVGdr9g0Hng06I2hmd0Rl/i8cjgeCAEFbgCmu5SbtpdkjqOnUWW3TPcMuCuor07x/zh7DNHgejw4IUYnEbu1VBSXv3ZWU//uLTONgngmPD4Cr7K/QNj+DeN6UX62Fawra+riTy68tyHBOy39xeEX29EkYdPyFw/e0fCqJ78YVPIqCjRY0w/MBz8alnBIm9xc5VuwcH+NmfleLF2oLQVSLUqXpND6vbwmGbe1zed7C+jgQLA9Pk1G3evo3+cTmmoSPyd2lDNKCpVAyK4YtuKvzj7/8QE7RfOsaiwP/3zW8iSg7TuTNCW+lhJyrAMQ4Wty5JYebU4+ewsSNFiy6G8wgdrO7Qlojh1OpdKTaMTE4Zu6E8Q8qdlSZ6yXIfPy6fWdm6j5FJ0ReXc3TUIMcqFbVw956gtLvsd3HuzBmkaKo5f0+KS5GoQm9SvtN0kn1c2YZycGwCh7uCwO8vyH0SsS0oS+sr6WjhWUjR6UIFtNc21kFBi9WvVQBQZh+mP4FtQ2nNpzYRYWI8mUoZDagV6vAyxOYeC2QsdiS60ghoRx4Q2ezsyz1vA6iRgxin3biFAEWamNqMPt7+rawJnwMiJ4/Umq/9s1VDjYEJsWF6mhq+H5QBSg61sJNTokyJWAohI5cUNakqGkBjJd1AW8E23DWXiF33vfDCEBaPLakjsBAYJPJO8jcBOK1Q2phmUn+qbKNu+KDRQXCd0Rmd8bEdjwaCUwph1EG5UUGDGjltmJCKVxGPSkHgVnEZAJDNyIq9ubuL4ySK1unflUh3o0DqweyRadlufQ+Dvyrb7RN19GQFTazd38D0rGw3y25V2ekZFLel4LBAesno4Agcrh6Xfyg0jTLzhEo1cZ3OGg3mP6r1Jmy6j0TpijE6PIAc7aldJoDLdAaZO3UUbpVOEsyJJPqH0NyV3Fj5QI6n3KjjyDQNMUlD6enWBYteLFyXgsw4ix1P/8KXEdmQ977xY/FtG8v2YTMnKFf7oK3v0aFlsBdnz0hy/8bbrwEArEQ3unsFAfcdkpQ60o+764KQj9L37v4CFRu9QJXOJcOkdWRHJlEtCEJdmZf848HuPgpE50dPipYXzH3tbuygQtXH/i61vLaHezclL7fBvrn5UglTw3Ibz9+R155+4jEAQGg30SRqyKTpGxj6aBJlaw3mYE8apZKgvownxxiYAoECmKTXolRHWSaX1d753TbefbLfNDXAsWgKGTpvuCS/Fje3MDssRbPFNUG+mWjMsLFrddnz2Igg+KXVLVM0qJAuko3ZsNl0RktL/RDwiZw0cmtQneGj1ZlemQ5gwXtQHaDM+Z05JYW0WIsDY9w+ega6ud+oaZKj1Q3KcwHm3Er6nicCDT0fUYuEaiK5IyeOo6kpI9qUMwhhKU3+1ZwUbhM0gVAjvZ88HokJLgxD+M0majUX/RS5VwjV84d7qPvyY0yTE6YVCnNzI7h7T35kA5yw9vYO0d0lj/NkfIdOFLVlCbG0LCZCuVOlXMLA+DQAYIVs+v6RcazTeDGTlH0VS3nEWTV67KUXAQAXfyzFjEgshYAz8hj7RdhNF6uLywBgZDrPvvgsfvDt78nx0pk2xWrm5so6BrLyI9hZkbBq9sRxVPNyTDtbrJT29GDptuy3n2Fl9xDtija24VDgvETOYCpaRLEuCfxphrQHB3lkyXzPsXAzc0QWkSNnzsCjBKyvj+H58iJ+9IZMjs88IZy0le1Wpy07KjfpQVEmk+bqHp5+VsLsalEmjMVL7yBXYYvEpJzn0OgARtlpq4dcvZs0CdhYWcf5cxLKdvXItTrYPTR9HXZrctwJHzjkIqE7Nc3Py8Q/PD6KxSVZILJ9NG+ou6bnhc0Fq1qvIatTBTkm3LW8KAxNg2PNzwqt1lRgmyKfZfhvHrebYqHqcH8POaZVtOQtnnSwTlOF8VGZ6DKpNKosfmWoznDZoyGeSBjLKq0ISfemUTmU19/+1z1tx8tJj/fkV/+JLPhSUNDH2y6m16oFy7zisGI7y+5vPicfGx4smyEyiySB34DF1wMd4isLbl3OuUl3bo/7t22gSRLd6NHj+oDg6L6CSvdyaEI3XGx1vNBKhgja2pj9xNEJUTujMzrjYzseCQQX+AHKxTrSiRjyNSYi6Ss/PjGBEjlphaYc7tYO+WqHeaNRS0Rl1s9k0yjmitwvUVq1COv/lNV66n8Y46dyBRkdwe1bogftI0ft6jsXTJes88+IKD8Si+DWZQmtbtDCaOakrG7XLr1rVNfa0y9QDobouT/5wksAgG99889gscRfJD1kbFzC7WQkY2ykGVHgwg9ewQufE2F6oyJoVEUc7LFLV53NrvdIEehKJzA4J4L9boZEcCL4yz/5UwBAqo/cwrF+VDbkOvf1CXK7ubAMAPjEwCgWF0TXu0c7ptGRQSSoElBZQXUpfw93WChRTKD3sA/E1JExrJDeolJyDXr6+7FVlNV9nMai9SCCSFW+q1cvCELUHKj+sRH4bAxQKsmxZqcGcf2qCPDLRPjZvl7s0PIpQuZ8g1SZRrGIBE1PNWewUq0hEdOsePkbUQpeXsJELZu0tBjddgyNwqJSIwxbFkNuGw/OMghF0HE8znAqEUMvUc8gaS6n+1P4Fu8nnUkfHO4F2MVtbU2QZ8CQr78nbWgfmS55rn5YRtGSa6OLGLCj8HltXB1aMwS1lYU//y1JXXyZfRgcS5lzVm0R6rnHHuNDfX5Mx9gOBsalMGSaVNgRo8bXef9m3UWhTHNNSysk5Mauex6mZo/zWhEVh/oqAppWoiy7Rc0znqOkjcBFqGPlDxgdBNcZndEZH9vxSCA4y7GRyHYjcBuIccWCoo7UDwydOkvqyKbuMNXVB9uVx5UGDRlLls5DIsuu8O6+h7kzsiJt7UmOZ4K21lfevoox6jAd42xoo5uJe93J6M1XfmyY5FnqQnObkueafuw0Fi6LrdGFl0U98Xd/8T/Bq9+RYsTwEUFCX/7y53D7qigB6lx9eonykj19pkw/Ty1qtjeDJtewxbuCiBaX1zE0JCigwtyGz+7gM2OjeOs10XnOnpDcFipFBBFNlvT4VBlpdqEvMTtdKsu+rJiDftqe6+LLhVdfw1n2jL13WVxegsDHS5/9HABg+b5YUXkF5o/iFqITghYtV6MJH1Njct0UV36nWcUSrZniRJxPHReVw+Vr8zjgvRClLXchVwSI1Pu75Pg31rbhksjaRbv7s+ekYLG3tYsYm5rsH0g+KBaxEfJ+0l3ho1EbXomIzTSM0TbbnrFGMhZDljIEhnavEW1RfuKcJObLNVI+3ACxHrmPVtckH5btO4FuFj6a7Bq3u7UPRZpFjqToOvcRjSdhsyDkQIoXxfKuNMBBSynRDENzPfT49785yW0sA9PCtiKK7qBles9YDoaHpDikVRm68U4zABSjEO0+opTpCQN48qDRqLbMNTUKZN5tbPIobOdBF1GlYGzg9bQkSFlbwusGNrR+V3bLSPMDxociOKXU/6GU2lVK3Wh7rlcp9T2l1D3+zfJ5pZT6HaXUglLqmlLq/IceQWd0Rmd0xt/Q+CgI7v8C8LsA/k3bc/8cwA/CMPwXSql/zn//KoAvApjjf88C+D3+/cBhKSDtBAhUGs2HbJn3Dw9RYAlfV7rOzknua6tYR4RVSJuW1+n+AWznJCdls1KYiMWxsSx5pZO/JB5cF98S+dLJ4zPYPxAN49BJyQvceOc6dkjL0KtQtrcPijYKvXQfufWuzPlbBzuoc8U9dkLQQ6laQpzeafs7QsbMHx6iui2flWbrugXKkc482YN9dmEfPipoqSfmgIYTqLBS+KnPfxo3LwlaLJFGMTwq1+Bgdw/PPC++d3/5LSEv/9zPfQm3KemKEp30DvRj5Y7kzzL9grSeOS0VS9uKIEadriZqNhpNrDLvNzROwvHWMlRFEKx2BIkQXR3s72O/LEhEo+i97VWcPveEXA9e2/zeLianZX/rK7KPIrXCvd09KFJbWq7LuQ+M9OJwXs55oIct/BxljDm1/GeJhqF2GKBOXzpNc0jGI6jxuoEIsZbPIfoQVcJIscLQdJc3VdQgNBVBrb20rSg8orrcPu/XrHz/R+Zmke4R9P84ZW3X3p3HxIRUWTd47gflCnqJQh2GITa9/7xSDqOzEnWMsGHQyorCjf9tiEet87cefJ2Pe6AhDh74v22830I4uqLKS3D65Bzi2mWcM0SdFc7xibE25EQk5wdQPF6fiLlWc9GgZjrCaCUzKLm7WCJucmrf/u1JfZnb9KzvUx3VZpi60hoqwPRM/cnjQye4MAx/rJSafujprwL4NB//IYAfQia4rwL4N6FkZS8opXqUUiNhGG590Gf4fohi0YUb1BC1dblZXmsGIVKkEHSx1J9n89yYo1AvyGTm9EhZfWt107zXJaTP9vegKy03xTZZ/+efekreF1eYoGHjKhPtJ2fGsbYmh3ywK3+nZo5hjRZEe/sS7kRJTZmbGsPdy0JNOHpcfrDpdBaTg0IZef0tKUr8vf/sP4fHkPpbf/pnAIBP/YwUEdY2tjFGXlScFJbAdvD2m68CAHp7JSxJJCIm1PQoOD9+VMLR+/M3jZHm2XOiWvB8H1/60hcBAN/5rrgZn85mMH32DK8hJ21tKnD1XdPB67GnZZu4Y2GIxzZzXBaI/OE2MgPyAx3oW+d1kfctb+1joEeOd3BEJt+EPQKP3axuXZNrNTN7BNUDTpJbEsb398uPYHF5BaNjkjqoHMh+97d2kUrI8dZJn1BhaH4Y2R6ZHHbIYcx2J+DWGNaR0gDfM8lxizQRxyu2CTH5x4Rfyrjw6hEEvukNanqV+i6yLJ6kea85tCmKxW1kAgnBX/7BjwAAUUehTsVFSNVCPGJjm3146/WHilGjvSgV5JxX78v1vvH7/WLdBMDn8ehuWQBgm16irVP7ytdlMn2gByofO5y4BgaGYel0Da9HOiP0HGXbCHWXrDb/gDodol12BfM8z0zOyV5qlkn3CdsPyoSoAYyvElphqBHv68KD0uGrDwR/DSHqTxhDbZPWNoAhPh4DsNa23Tqfe89QSv2yUuqiUupitVF7v006ozM6ozN+qvFTFxnCMAyV+giMu/e+7w8A/AEAjPUOh7YTgeUCFerWIiSDJqOt0KdwKAhg6qyQSNevXkRI54EiV+pKsYzjs0JlWFmSObjUcFFzBVGM/rkkT9V/KyvD9kYBczPs2sUwM97ThRl2bYowRlxZX0SC1JEoV/4pkiB3F5fhWIIy8ysyv5cHasYBcXZatrt++W300clialL2X2fye3K0H4VDmehjI4JUXdfD2bOCxErcbn9jF3mu5D/zpc8DAA7zEso1AxtbOUEFXZagguV793GSaK2XWtv9pRU0uPJrU8lZFhRy+SJGJiRsiMUFFZ97/nEkaURpU4c40D+A7XVBtDqpv3MoIdT8tRsQXAZM0O7nrYvX8Pzz4gpTKgjKvHn1FnJlKQ5N0/59/oYoMVzfRz9DvIgjqPjuwj0keV/kSrxWMdvoRnO7e9xePrvph7D4HdihtkHykKS+MhbIcXgITJbcMCX4QBLkDIE1YrGstoR4KwwMGZLldgRxblJxsLu1YUi0SVKRGhUXnpLXHU0xajZgKzm/REzuxSGqa2z4KLAQZJNwLoBLoxit1fTbKBVakyrjy19fMcerlRryRx6fOC3oPNudgUZOuiCTYS8M+IFhh2iVSLnWQMCuZA2SiyPROEZ43793mgnwgGoCQBjaUEqjz3aLc43BHtyHFEw8fNj4qyK4HaXUiHyQGgHArsTYADDRtt04n+uMzuiMzvgPPv6qCO7PAfwSgH/Bv99se/4fKaW+ASkuFD4s/waI5qzWdGFbQIqFhEBzPRCgwbyCxwLE0hWhKliWjeqeYIWBcYmSfbeCgWGZY2sVmeF3D/bQlZRV7/JVKQz0XZRVIpbOYmRYpE5PPyNJ8LV7C9gjmvPylAEhhm5KqeavSYL+BRpUeoEFn8cYTck2hb0i+rj9yJgc2+raFhKUmT32tKBQTQ3Z3VjFyLTkAgvM+7meiy4WUep1+pPZSczSvHOfndHLzNPMnjqCjfvU4T4j5OKl629jh353O7si95ocOYMe5siipJAs3GaX+oE+9LMP7e6a5Hq6u3uQOxS0tsF82OLt+3jpMyJZixNV3fqxFG5GR3pw7imxTl+8JogsDELYEdmuSqnR2ZlpfPKYXMPXfiC5xgOiu6GhftyYXwYAODabkCRTyB8KWh0ZJlWnWEKSxZ84Sb0+E9Feo45WEUCQghOJIm3Ld1Vj3ghhK8FutteJ9FAZmkO7gaWx0OZrqUzaJI6jEfmONeFYKQsNJv5j3CbwGnBJ/rVjNLJUHopFQdQx3ZOWDjrRdMKg59d+n1kfOzRaTt3gqBn4BhGGD6Ekpd4jeBLZKfNh0xPTsi/PR6i50I4udtAFpdFEhY1r6lU5tqZnoZe/of5UF8xoQUk8OCy0cKU+Nh8Po9EwDJibk7OR51pkYAOiP2B86ASnlPojSEGhXym1DuDXIBPbHyul/iGAFQB/n5v/BYAvAVgAUAXwX334IQAIfISVMmKZHsCWL6xIRUPddxFPSBgapdNsk8nLSr6AqRlWZhy5ALtBiPkrwnZfO5DE9fOffB53rosrrGb4945LqLq9cg+X3pYJYmJGbpxkNInhqHzWfk6+2InJAeQP5JiGxoUnduFVYd+fPDKBcEwSqAny50KUcP1dOY4jx9gUulLDudPyWLOwSywK9GZ7sU9toh9IONXT1YOte1IU8Rl3HZmbwP4mlQy6dV5ZwteVxRK2VmQiOnlWQtXXL93A+XMymbp0kN3c3EZtVfaRpH3UE5xwF+YXcfOq8NrSKbkGVjqOV14Vft00J+t6W8PgWzdlcpwdl5u8UKnh7m3hG+ZycozxVAIWrZy+9DOflnPP72FhWRQEEdr9hGycPTrYj4s0E5ielJTD4UEOCRacCqWWjRCoidUt6JpaChKGYE0CUU6Cyq2iyEbc0ZZUvsWv0qaWoea5tayTzO8VeI8O0nPriMbl3tL3bheVHX7TM9vrPhDReBRNGkQgIq8V63WMs5iTp+pDkavXqDdQ96ih1Ul+y4LH42yy2u9Ame9FH2F7YcE2xV8dqoaYPSlVe2ZPECoFl7+xnrgsdi6bZLvVCnyWVgen5rgP32hRW0UB2zSt1rzH9upr8J5KaevfYdgeqj7Ml2PYHVhQH8Eu6aNUUX/xJ7z02ffZNgTw333op3ZGZ3RGZ/wHGI+EksGOOOgZ7EOt0UCVnKYI9XzJdNx06tEhQIz2Q414yiCgqpLVciDhoES7Z3oSYnV+EbtbkvwfHRXEUtoWtJTt7cPomCCPMlnYe/ldjPcLwhskd2frsIIoQ59ddpgaHZZtUoP9uPWuKBR0ceJgcwtd3IfN43/x2XPwAwlBXE8QX5xsdlSriDG8LR8IOrl58zYmyYlrEJ2oposSUU61xFWWvSJQrqPCwsD1ixcBAE+cPoZCTpBskyt/2fMM9+/4gCDOgNd9f28P6RE5590tQYPlhos0kW8Xl/nurgwWFwUVq5is8nX2flBBiPPnJcH8g9uiwPC8APfvLgMAVtYFURw9MoldurzMkupyQBun+0urGKFiY5d9Wl2vDkc3XGaI0/Q8JNPaAFJGjNT8Wq0Om0WGiMW+BGG9zbVC879stHj8mieikUireKBDvlBZ5t7SHdxijoMaQ7e+AQmfG7RED0Ifw7xXCgVtHeQhymsZox4zk82izBA9SqstWyMXy8Hbvy3XWZthej7gMfT12aUqQIuvZ9o3axrN4LD57ejeqn6jidPHpLig7aDCoAm3IvtLDcn9FO3u4d9e4CH0JaG7vn5O61qR0mEaSpvjicBw6LRRZmgjotrpIQDgtRVzHkRwolP98BJCR4vaGZ3RGR/b8UggON/3kS+UgNBCd1zm3L5uQVobe9tQemUhqgubpJKEClFHEMgq1QIJO0ScTO+sktVnZ+8ATz4rDP8Sk9Qrvy+5n+O/PoZqngaIRAU7G9uYzMoqvE8W/Uh3Bp4j++stkK3NDumJxCyaTIZu7UjROJ/LI0OC48ioIBG/VIbVI/mkBh1PYmk6WqTTiEWY3F+VfZx78jHU2ek9xr6dmxuryLG40M/91+jDdur8k7h2T/Jn4zNC2bizuIBmXdBLnLraFz/xJP7v/+ffAQDOnpDVu1gWlBdxgGxSbov72niwcohpItP5G5IXm5qYRBfzjfcX5VpGibDTvd3Gkr3BVTlXKuClE8/L9WX3so31XaQygrwv01j0+JQUHRaXV7BfEUToNXVjEgs+r3OE5xJAoV4V5KStt3X2OR11TCOcevnwgdcAwNKbq5YnWqv/pvZLC0xOC8xLqbBlCZ9lj9Vm0ESaBTKXOTidu/MbIXJ5eS7FpL2rFJwoTTA1DcV14bC5y8aWXCNdACtXGvACFuCI0LwggMd8Y8PVRFhljv1LXycllcDp2OSwcUaxJ+X+OHbiGLp7BV2WdqQIdbBbwORJUbbEGRG0UJuPMHw4L2YblNZevTAdx/SFNtON3yJbQ2uA2/Ntenu71Y2s1dKHe3fbCg4/eXQQXGd0Rmd8bMcjgeAsy0I6EUexEqDKPIZLZ9Ni3Uf/oMT/Abt8ByT+JuNJrBMxJegTVamU0KQpm8XVMhWLYfm25MhqnnZnkNzXzFgvXCKg+xtCgSgd5HF3WR73DwtK2c3l0N0lq+T0tKyq29uCpNaXFtHLXNoAHX2HhweQ4ApWLgsSCcIA2UDO66Ah7w0o4QliAeJdbS3XALzx/VcxQr2ibtgx3BOHSrLiGJPV9eicrMD3b72Lo6zw3l2S6mvo+3jmc0IZ+e6ffRsAYEfj+Pn/SORb3/7WtwAAHvMlB7kcIgk5puFB2e/xozPIlwRJpimHyuWKcNi+sc4KW5Kk6yMz47jEnKQN7QjiwKNiZW1VkMW5s8exsiyPI2ykckDqRsVtIkt0V6yQJuQ2EeFnxpj7ajbqiBi/MRk2kVzQrCLC3pmhyam1RmCqcK0mK9qVV1dMLWXB1zktRhBeEBgn3zoRvmNZsC3thKMpDcwZRyOIsyqfZ844Go0jwcp/wNyok0ggTqRydEoq+g1WO0PVbPUXZQ6u4TbhkXKjKVS22HLwPfLeCeY3EQIOnWd0H9je/jGj7+zpEUpSdqSdyqqHrrq28mch2irPltalah+9CFoNBvVoy90ZLSyJ2AgQhg/KsYLQN9SclpOvrrA6CIL3fqcPj0digrMtC6lUGpFEAwe7MomFtAIa6I6jSUZ4g2X1KnWIO/U9OLSfLjOMCZWFNJPMhxTpp7rTaLLv5bGTYnDyxsuiCbw5fw9+Uy78zEmxuenKJnGXgu1ESW6IaqEA1OinH8iPfYC6yYW79/EsaRZ3KWIvOxEcbgrkf+aJc/JZt26bH8Fzz0rfg1BPwt19KO8LdcOhsDgaNFu0fF6Pa/f38clPCMdsa10m4Y01Cc/jERsNTnqZqFxHv6sbG9dkspnm5Hv12g1EeXNsH8i5jI3Ia73dGQyNS/iytiwFgtzOHtbJpSuS9pHKpJFOyLF109Rghqz77a19jIzKtbl9XcxEfb+GSzQJSJGv1mwAxYJWcsiiUaW5ZcRRqJADprlQmXTKNGSuasG87xkuob5UFo0XVODB52SgNaMBYLSlPsMqG0qzJto0mu/9MeoiV08qgTpNJevch+O5yHABtnkg2hLLVhZCFok0/3B7cwd12iT1ki8Z1mvweS1dKjxUSP7m7/QgDHR/0SavX92YCZjJQyl8UdNCOMGMZtPm8JVe4NnXBF4ddU66MdJcFNqUDu83GMa3mDIhQt2/1G6f1B6mgrQsmvSw2x61NLMtfWr4sJ7W/Ns3tccPGp0QtTM6ozM+tuORQHB+EKJSbaDgNgypM0cFgdusIs4O61HI6s18LaKxCOyYhEXNhiSR/XgKTTLDh7rJnC/WoTx5U+1Q0A7IZu/rz2L8qJBvL18S1v0zTz+GdTZtmT0iaKZ+kEEQEeSxt6YVBLJN02tglw4WiS4JqyYiEaTPfgYAcOGHF+R4UxlMkvrgcl/bm4KM9q7ew9ycKBRKDAcnj03BtWXFzUxNAwC6uw5RLgpC6aNpZ5V0DtgJXH9HbLCfelzOaWNlC3NPiRZ1f0/2Oz9/y/QtHRuUQkVEk01LHrJRWS73YnKMF69cQz8b22hTDjsMceWO0ET6GZqWK4JS9ncP8dJzoju99LaoG6LxGBwy/Cukk9xfuochNlzZZ3etkDpfP/ClWSZa/UgbYdgyyyTdwbIjcPSK36Ste6i7MrlGQGrcQWQDnoOcS6AExcnn8jlNA4EySKEnpnt4+kjz8x2qM44emcbFW6KScYjctObV7k6YTmkhteacsKwAACAASURBVJrnTs+hWJV7vJEXNBobzCDOsLlYcvUB8PiFagO0qCG1et2EeIbcGypDVj59QiKSB2guLBCcOiEk3XrhEBESkkFS70cQCMgwllGqZWmujUIfMKNsFQ14Nm2v+W2v6aY3DHcD9T7ITe/Bfq9A4n1GB8F1Rmd0xsd2PBIIDgjhhx5ikQS2d5h7YKJ9sD+NAzpkRJmI7k7S+ypfACKy4ofcvjtioUkdaZ5SJlgJgHbj1y8KHWFyTFa3WimHyz8Wm3EwH/bad7+PclH2sXZXcmqHNRe6wY32RLvOnNJjp09iiYnzCJGRF0tjmu33CpQGZSI+cvuy7FRIArW4MlleHXtbsl1vVvI0K5sbSCRkVd1bl/xczbfw0glxGFmZF8TgMg8TKOCTL4rPXYVM1KHBPlwhMp1g/9L+kUFs0AlkkG34dMObnp40mqHcFtv0aHvxE8/gXcqxunul4ON4gLa5yiTlGNdXhC7SqJTxh38sjW40UuxJRLG3LecQY8LdViGaTNL7zFHpxHzUVmb59bRfmRUi1IllX5N1AeWTYEyk4Jvu59b7rOBt9IX39ANtywkRtsUdGxn687lETo7d2mudBo9ra6voZ4tJMC+8z2ZJkZ0Csn3yni4Wt8Kmh3pJ7s++UfkOmuUyfBKqK2yYdP13JfEfhB7cgG0OSUMJwlaTF30uX/z6KhRhdoaytqANwVlxnf8kCRkWrGTve67SBw+9P53/i8DoR03rwRb1ptX6r308VDxAq2Cgvw3Lch7Sxz347uB9CkcPj0diggsANBDADgL49N93XLl4rjWE7Zz8GB0mMm3qChvRBHwWICK2fJlNzzO2NjX2CI2GDWRT8p4tTmIRTyaTm79Rw7nfYKhHftnJc+ewsCA/1nH27Sxev4pRcrQuvP4GAODIjKgMFla3cUgX4YlBea43kcSdq6LHTLM6NTU8gkhCc/kYWnjk2R0/gRvUb5Zy8qUfP3EEb1yQkDNJzlkmG8PVKzJJHyGXKcGiyp2795HblhB8cUOqy6ODvUiyI9bCohQbtvYKsHlz+FRUFIoSJo0NDeLeLdlufESqqDdv3UaFvL2ePnbEajbRzcbGi8vLAIAu9kk4rFbMxJYhr+sgV4Stmfv8m4hGUChyEaL1jc8wLO5ETA8ER1cx/aap+Fn80UbhosnEue63pH8MDozk0rDeA7R4baqteKCNd5KcMUaojXX9AAlyEPe50PpeCNXkRMyqbqFeNg7BFhUxX/q8qBkvXr2Bgz35Xqq8TyoDWfT0y8RSZ2gfiaWwxj4fcVayNbcv9AM02/pbAICjlLnXv/yPZYH1oXB0TuylNOVPB4hRJ4JTx+T+tKyWFvU9s8f7jPf3Q9Pi1cDswqgLgtCkAlSbO7I8YbXtsT189R/cxwM2v+EDf4MwMKH4B41OiNoZndEZH9vxSCA4+CGCShNd2RjAsrjHUvv+1goiSlAAgRu60kKF2PMOYFEHqZGQ5QZokj3f2yOJ8YO9Dawy/It0S5J/oyThQ3d3FkXaE8USst9KKQ8rIavDFhP4vusZDWp/l6CpwSFBM3d3N5HMyHtH6amftBzsxmWFzjqy8ia7k+gbE1R05S1BYefYpyCWiiK4TIUE150fvPw6RiZojUOKwN7WHp59Ut7ToN33qzfmAQBf+3u/ALcoSOH+uqzoG7uHpmtY84D21wP9WKMjSZG8s+EhQXLbe9uYHJsGALx5UQoEszNHMTjAZD3DtMPDHKL8HupE0XpBbVQrSKflGulQ3A8DY8XuMaSu+U14nu4URfsq9jb1vKaxODL24IGPmLGuZsemZuOBYgHQ6qfg+wGUbbLUPERl2Pw+0YFj25A7DHjhnCCcPF0/dlf2USG6TdHZI1AtekiojzFwDIJUTdn+DbrJdDs+vvhV4R2+c1GUIJvrq8jlqdSgG0rEdnDxtyUFkCQajpJfVnWbaDCqMZhGCYcUaFn8WxbQy+9Fpx20gqVnYASRQJ+D7CUabaGg90Np+lq9XzhvhrIAg4GJmax2farH42WRJmjCUnrq0S0KWvG2RmahCg0C09SSVjEDRuH0QaOD4DqjMzrjYzseCQSnlEI0EkPx4BARdl+vVQQt1QsVNEkebLJHpO54HrohYqFsV/M0i7yJBHM8blUoGJF0F9KWrCJrO4J6zhwTIuo3v3cJfyf1guzj59nFqVQ0jgbjx6WcflgrYoomi+GoUFneeleS97YCZtkQZ2dPEvPTR46hCubxugRJ1nxga0PIv9OnpFDAfDTWl7eRJq2gTiJntr/fqDeazPlMjoxqJ3Tc2ZQ82/nzsq8//8YfYYTW4x7zUr6ykWBxBiQZJ6MOYsyRDbGZzQqJzYg62NiQxynSB6IAbi8Jkj1Ks810dwYW83gVLpMR7anmxIziQPuIDQ/0YZtW3omI9iuzzA1oGaBFlBIEiOgGREZm0ASsFnKT96m2/A83I9oILccoGAxvV7WMK7VHXCaegMPCxNUluaYR5rmilo84m5swPYhkTwrurkQE/f3snxt6yJV1oUTOqsHiUiMex9a85FK/+EXJyxU2GvjmX/5bXl9534V/3QWHKDFBGor2tvO8JmosyFgmh2jh87+iSb1yTqfOnjIdrjTn1ic1ZHgw2+bRJq9ZmbGfkF/jXj+Qi9FuqKnVB+1qhAcNN3W+zWpDXhohChDVd4NGqrbZRyvfprXCwEdxvHwkJjjLAuJRHyrdDzdgg96UwGzfbyBiMTEfymtDfQyn3F3kaa/TPSATTDFXQ4VcoyQvRt2vIscJc3hAQsRrd2XyGYpFULwlbPvilkxgp/5ZCodkkt+9J9VDF1GsM6yzaWVzgrKo28vbWNsRHtwUrYa2VpewsSBhYnJGtj88XMTzz4uIOckuVjsLcoNWijmkhuS99+g6nO3J4OQTnAjZoal7ZASbbLTsspXgPiVmyo4gyu+8xsT1QH8f7t6UsChL6dXy+jpmj4h4vkTjyJOnpapcKFWxS+OCBpPaS5sryLCD2MGhTOB2NI4SCwRDnPB3WJlNRi2ElBBpSdXB/h4S0QdnoqbbMMluPQNFWQTy/RDK0oUE/aN0EXLyt0z3Nd+oFHRNz2i7ERgenCk8OA6y5CrO9Mnk3qi7SMTl8eqSLEDdPfL9ePYQvLIsimMTcv3293MY7ZZ9fPK8fJ+vXb2OBFUIefYVSfJc6m4Ty+ty3dxXfggAmMykMMnP/+avU/EQAyJc5DwWWDxWi5sN1/R10OHaF/77ZWM0qSun2WQCnJvN5DQyI0WHSAAogoNI10+unLY3XH7f1x8K/MKwvXAT5XOuedzakF+MCtt6QrQ+Jwi06kSfZ6t3g2rj3Mm/PaBTZOiMzuiMv83jkUBwvu8jXyoDThNldg5yyG9LphKoMBHu0Cr5IhFOLBJDjCt5tSqIq+k1kWB4VHEFnZSKLk7NCd2jGcrq+vqyIK7/8v9v71uD4zrP8573nL1jF1jcRRAEQVIgxItESaYsypJj2VJsyU3ttvG09mTaZJqZTDqZ2Mmkl6jutJN2MtNMOm6sNnHqaZJOW9dOq6StojS6WKKSqhJtipJIUeCdAEgQAHEHFsBez/n6432+swcgKMo0AWI455nhELtn95xvvz37fe/leZ/34Cdw5OQxAMCWpKbm3/hnc9j9j9RiSVJMMV4sIcGExiRT/TlXd/l8cyMuDapFmKJ8TjoZg0P/c54dvzK5LBbIb5o8rcXwJW4x2/t24C1KoB/o17E2NefhsFi9WtaA9NnT53DiHe1J4TPxkLLWhvECKZ3u7WpVOeUaZulbJRn437ptOxy6QMtLyqkqzOn8nR8awRYmTyoVtVJyuSy6WEN5dECtx+acE7hsFdb8GlpcxWIJndu1tnVqSq0f15WgINxGxH3fR9K6qzzm0J0SQVC/6bAKxYMXWC8m5HNaNn99j7c8La2qBIAGJpBixscONt2e52fPd7RD2KksS6uqSHez5k8iYQP5dLHdikFjTufylTf1u2iKpQHWlu7sUTrR8Aj7LRmB4X16lecozsaDMMLBX9ZrH/tWJ6oMSXh04yqssS5VqoGbZq1ex3ED1/7gASuF72F1kWY7ZZxiuQxiiTxuhLD1Vndfw8W6q/sphK/HJMCKQnt+3zYJBCeoB66LVlaDhImVQdIwkRU/sLLnpLcYty6P9SGILLgIESLcsdgUFhzEQSyZhl9cRpG0gRQX53hDAqWS7mKWntHeqrGQVM3DMGNCbWSXJ9KJOhuegoIxt4aK0fO+cUzjbXsZU/r+O2+ihZvN6LjuuE1uArN/pFZM+z/UHaOcTCJD8me8qtf0GIu7PHgJHW26888z9tWQSePevWqJZTN6rGX3Trz74msAgIGLQwCA3X2axDj97jHEyYSf51jN1DR2HdCky6vPa7VF34MPwmWvVp/dzycu67glkQ7kexZJQSh5gOFONzKo6iDVqoc4u3tZhYoU5dI7WpuxRDnrZVrTba2tGDivFqftwlVYKiCd1TlaLGoszsoWxRLxIKFgu40ZzwvGYS3xmDHakAX1fqseqQ2uYyBV/Qw2tuaKY9uX1qMv4ViRzUVwHK64yJEwm0nyO8g1YpF1r088rVUfP3z9AlgaDFPU76D3oFZ9TB47jXlaVQuMBXcfvA/zjM36bIQ0XSigzB6w5ylYGqcVVnMciI0d0nJGDFj2rPySJa+a4IMVOS9Wiuqprw0Hls3Lz6qF+NI3t6Glg7Xbb+h9Io4Lw7hdD0m98++Q3IuPhpXUX2slXVszWj8WFqsMY6XcePisQZOfwApzA4/EsQXP8IJziKw8v8Zd47gRIgsuQoQIdyw2hQVnfA+lwgIknkQ2ZjMvunJPTE8hRktpidadxyzpVKmIXqtGMaMxpEw2h8lZja/t2K6ZwmQ8hVJFd5FlEk8XGvQ6zfEEnBZ2E59gHeyWPPZ3Ujr6v2qZVepvTQRS1A2Mrc2QBrB71zbkKXE+SetAPM9qAOLE+0oR2OPpWADgoYcfBgB0kJT59uw0erconaSFXd79mTm8+OJLAIB8i57/3f/3FtLMtnokfpZJ3ty9swuXSHOYZ/OSTCqFEvXz4hTKvKutBYOXRzlHag1UGSccuXw5SDzadOTc7EIQP+nhfJ85dwGtrYx1JdK8JvtkejUI6Q22OUsNPmI2BsOaSmO8gAoitgTLvqGyhDr/I1RLuSpzJqhnFW08qqU5z1PU0EErU6geY2oVJFmj+dILSmR2EnEMTul9saNf75kFauwl2ppxF61iU6PiyoUhdHYoeXqC/WTz2SwKFb1/TJFlZxlatA5QtAlET8+xVCyhZmiB2LhSrYYl+13FSYfxg5Ro8NlTGb1n7tvTH8wfQ5mo1ipwKczZktJ715tXa9pp6sBHwcoZdlb976NumfmhY2vEw2yt6Ko2hhp3W9WV3jghy80ec7G2ZWhR/ZBjik2xwAEOxE0hHRNw/UGS8j2ZdBZFLholDreZBd9LV33MsLDezsPc3GxAWMrw7LOVJZw6pT/8n35UZXwunteuWpX5mUCg8NDntEIgveNBOBRznHlHKRaXft9Fzy8qJSWd0xsnG1fXWSCoVtSd2tt3N89/AR7z9a2ktQwNHIdHlyMruqAspbWe9GOPHMSZ48qrS9FVHRoeDlj/Q/NKX0jE4hi9pO5iV7vSVJYovjh0djCoO11kRUBHVyeKLKy2dIqFUgndbfrDn6QO/1zC8giBbRS8HGbP0sXFOdgOScMUFWhr78AyZY9q7AdgRQ6M8QIulkNeW8wDnKDvAflQrsDx2C2M1ScONzFf6lwtCXs4VnYI9jk3oIzYrTFO16U9n0OVP7JqVcfv1QooTOt8JZOkE8VcJPn7Hb6oc9vNyo4t2ZagG5jPBNKerlZcuqKbaGOHLvjzE5OwLJggxm93Cs9HmhJe3e3qKleWl/Dmv9ak1f5/wGoP34fDjbjCTfxzvzrKjy54+GMq1vqothfBn3/Tg2tVfrnJJVwXe/bt5eXpBno/jqO2euGq1TmFgfuYQH1RYlct40NklQtp+53KtS6nClmw4oE8Qh/VOjUmqLkPxSg+jMBHRC5qhAgR7lhsCgvOwEfVK8EsG+QpZz1NuWq3XEIDXYoad6JAQQQGaVolRdttqSGGjqRaJ6eGVJBxZ892NI7ojvv+GaU5NNLCcdoaYbjlJjp1N5744B007+kFUCccJ+IFTH1Hx9HyFQ3Cx5k8yKZi2LtXd80S3ZhMPouFWbU8LcM93ZBFb49an1NWVWJK3YfB8wvY/5Bal2+//gYAYKFUQZKudBfH0djUjOFRtT7ztDJn2XmrraMV03TVbT/NpfnpgLFvd7xiYRk+XcH7P6aB9skJteTyrfnAAtrappbq2Ow8Hjqon+/4cXW3F6ankKDZ43J7tSKUpuYFyQu7ybpSF7C0O38s7sClC+Z5av35oV3ZVjDYmlSzxo7dmGuCRwu2iTWdFSYFRhcLcOJWzlytpWK5ghjvlb5OTSTktzZh4ATFKimgmmLyIJVwcICffegcqwYWa5ifZl9RknkzMcFV1uk2UVVkmcmxYsqBw14j1oqdKNcTPK61ZmJOQIC11nZYiGNyWu/hDoqUiriBQKeVLsrt2Amf82utO4+hhh/tx349CkYilBggfcaEa0vBsRmsTjJYq02TGPUu93xHiApix1+3AIP7Kei/4axMMF0HN7TgROQPRWRCRE6GnvttETktIidE5H+KSD507BkROS8iZ0TkczccQYQIESKsE8SstS2GXyDyEwAWAfxnY8x+PvdZAK8ZY2oi8lsAYIz5JyKyF8B3AXwcQBeA7wPYbdZqaRRCWyZv/lr/JyGSwfYu9jkd17rQZCyONtZLFrgjLrHPZ8JxYUgP8Rm8TTc3o2o1xkgoHTh/Hl/4hO7W0/N6jrHLuhvCxLD9bg2+zi0wTlOs4IGnVP3h+NtHAQANjY0Ym9MxlXn+GD/Wzmfa4C3rebPUDhsbH4fP8qoMg/uJWBxlCiQWqVZRZNyqs70TPpMGZ4eHdO4dF9lmtaJijLEU5mbhJlZabnkqmFydmEauSecqzoJV48ZRXFZruJ2ach2t7RgaV4uta6sScq0Y5cT0DPaQujIwoPp0mYY00pznIsm3rudhkcH3HCkmy2wI44pTJ+7aOlVH4JG+YDs6wVTgUgXGrKISOBIqCbKybQbYxlI4oZW2VCwDTEzZ+tSq7V/qSxCfc2LqGWzPZ4O4bSavln61MI3HDqmVdmxA576RChxN8RjinLdlyuiPXZ3Bx+9lWd04CdinLiKRsFp/tusU6R8NabRRxHSapYWVqhdopscYezr8202B5fZZ6rtZq6drew/SpOjsZj1wtVjBq99WKlJ3pyY9UjEn6DVa5f2f6+jBalxL3AjDX+MVdVtodfcrfZIS64FVFa/XFUs4QWGP2SXB1gr7oRpVN3SdGEdhg3B1uoqllfzcv/y7x4wxB9f6JDe0Wo0xfyUivaueezn08AiAL/HvLwL4njGmDGBQRM5DF7u3PuwaHoBF30VXWxqjs7oApNj4ubJQxPS03hTJHA1FupfLi/NI0C1qIK9tanQc2Ua94dvZR2DxeAlHj6t70UIZGhuYT2YEXfu03nPmL9X9yjV1YnZAg819/frR3//gIhKslUuTDycsYt9/715MjzMDyzZ1o1dn8ROPPQoAKNX0Mx158wjSVFTtZTvARfK+zEIBk2Vq8zOY3dzcFHSZYidEVIwPl0mDNHtVFEqF4H1JtqKr8vM5CQTVHlbL//iZM3j0Yf3M77ynLrvNLm/r7sQ5crwaKM5ZqZRQYsIkwx9+2ffgchGtVGwXK6vH7yPOxI3DInbxfKRZKF/lQud4lXrDKrMy0xaGLWFsSqVRYItH2/XKFwPDigDx6+4OoMrBMbqt2Qb9f6FURb6d4gdL+r5D9+1BJqYbyYEduuC7Rf0+F1IJOEz0dNytx8pxwfETugC1NlLeyI1ByJMr8UdoKPpQ9Wtop97BmCXyuXWX/ci/12SRIzU8+StXOIesteWEjA5fhsNNpo9JoMZMA/76L+s4nv8Gm2P7QMWzIQO9j/pjer8mW+pZ1PDCVtflXcstXb04OSsXNnsstLABdEODRMKqngymFgiXGnsucYLqFMPFUhw3NM6VYQpjqiuK9q+HW5Fk+PsA/oJ/bwVwOXRshM9dAxH5BRF5W0TeLvMGjRAhQoRbiR8rySAiX4fmdr/zo77XGPNtAN8GgLaGZpNPOCgtFgMVhUqJfBE3jhnWCbY7av0Ie12aeCKQG6pVbA9KHy77nL7xhtaYdmRd5FKkfVB2Os7d8NDB/ZhjMiDp6E7nSBZlWkkz76orV0QFW+jSGEevn/o7uvedeu99FCnl9MgTPwkAuHp1FkWa4VeY7Lj/0Mdw8T2tpFhcVKt0nuNZLC8jThckwZ1/bm4eO8nlu2AbOaMacKOCPpbkU1ViNdRqK1UoMk4a04sMiNM+akq4OHNWLYUl9hfNN2kSY25qGtZtqPJcjm+Qsv06aXHG3RgqdmPyLd/LWmEGIN0jbqU9xEetSkqPFYsUgReofZBCYrtgoS5rlLWuH3xtpgqgxGuns20AKTrWH87w9UlXsL1HA/LDV9jLtrUZTXnlFO5/XN27Nw//EAceUIt6YkKpMRT1QK6rAcVxvf9qS3oP7ejpQalVPYaBN1TU0qTjKPMeMLwpPbpmjQkXl2Z0nv2AKuPi6LONfA7BZw7qQK1HZqWfYIJ5e/mv/i8A4MB99wZ1slOztqepQYqVIv379fOZuFXj8ddwF4G47acQErcMkh1YjTB/rW51B/W/Vp4K4Wut6rsgbkAhMeREOk4KWFW1YAxCLqmsOCbXTYKsxE0vcCLycwB+CsATph7IuwIg3Ba7m89FiBAhwobjphY4EXkKwD8G8CljzHLo0PMA/puIfAOaZOgD8MMbnS+ZSmNn/z7MTE3AW9IVvWR0V54rLCKd1fhInLtqpayreDqeCAQQFxb19dlsQ2D99eaYJpdcEMBvadLg8N4DmnQw5QXMXdCPsMROWrXyZaSyGlvZ9ah2kd+RSGDgXe1v+uTvaWytxjEaSWFqWpnvHq2J3ffsRKGgSYlMnNLeM3NYpjpEYVav+clPPQ4AOHz4cECDsYHmRDKB0StKCent1vjP1YlpjE9pgiRGK7NWrgdqgwA7d7zpiTF0khC8wEqMsufDlMmKJ4WkRhpDc3sLyuzgFYtZq60Y9OQMqgTLS4hbKoOlDTBGmXD8IMFjdeF84wWcB6uGIaGiR5fxlDitj7jjBvEzm5yolKpoZD2yz7uuVJwPrMtGUoy29Wp95vJMGaNX9TvY1a9qG935MhaW1FIfHdC9N9uYQa5R5yhDAcs4e9529XTj9LBGXXb36fd45PU3Mc2ZiJO4W52Yh8Pr+7ReLZO/uTGL4TlbDUELyIFt0gZD6/XJr46gbqnosXAMyjPWS+F3Oz+DTo77b/+G3gsDf/wgGlwN+JUZ/0zZLvZrom6jhWkcjrWQglyDbdpj6rLhwcicUN9SN3TMxs2sZWZpH1UEdaQBBaiehwysVmPW7GivfyQQ7sR1PdxwgROR7wJ4HECbiIwA+BcAngGQBPAKB3PEGPOLxpgPROS/AxiA2rK/dKMMKqAF1nOTEygul1DjoOfY/yDfmMPMlLpYBVd5aulAqbQWuEf2h9HelMOYbRRMN2b39m6cHdEbvT2h5z33nrqv9/6Nn4Yzxs5VObqIpgI3y4oAVjzEepqxs1urFGzLtZmruhCMXBpD/0Gll8cpqfT2kaPItmn40QosTk3NIkZV3SxvzD/7cy3Fas6k4dM1rdEFLy4uIssM5SUqAacSSaSY5KixgNu6ZslYDEsLusDGmIDIpFKYp3hnmZnbZCoBcKGtUVLK1HRSJ0dHg6i+vTl8+EFZmJW0ccRDHExkmPrr9A8TNGtGsAg6QUVCkotqzHVhPCsty5cHPyg36PWQpL/oOILioq5sze262KBUhU8XfQvL5cYu6vfS2daOLdt6AQBXJ7QiYLQcxxTFSZsy+sMvegYjo+qaNtTYTSujG2Hh7BLuvlvbRC6UNKyw//6deOu03he1Wc5pJo6lsi2v0qFt3aob8+hUEWBYwars+tUqPH5YW2zviEBsoD202OgfJti07OsLhSJamvRiVmj1vBNHVfR7acyutbCtdPnCWKNgJEQ1s70Q/FDywLq2fkhiKcxr81a8Luze2mOB3ilM0Huj7qo6dVd9lQsM+GskO67FR8mifmWNp//gQ17/mwB+84ZXjhAhQoR1xqaoZBARJBMxOE4KBVYwNDerhTO5MAfD/gHLs+oGNnbrbpVraMLElD7X36vPDV6eQeEcazW3azr90sQcXFoleXKadnTr7rpw+SoyTeqOug4D2ItlFObUCmjt1uqCoaEhbOtTrtTRo9oXNZPR993z4McxdlF3dKu7c+hTT+LEMfXOR+iOplON6NuuVugHZ7XutLdLKQuF2RI+ceiTAICXXv4zAEAi2YAY+yI00CwoLC3ggT3KUxsc088+OaXWacJ1AXb3sty3ZKYh6KfJmnj41SqWaWFZy9dnsLdWNYhxN65VbHbbR5K7qxvo5Ye4Una75zlrMEFhfYwmSzIWh0eLOkX2P9w4auRK2T4K4teTEnEKitrdO5Zw0UgJrAQTSc1NjYFEeIE1sY8eVArMlfk5zFH6KZfQ1/fvuA/uorqc2VY9V81UsDDCZFJVrY1tbTrvc0se5rOsCrmsbuvAhTPoYJWHFTCtiqHENpAgRYZ18yh7fr2ulp/v2LPNQc/WJ76q4/HFqYtahrqA6fwgMLpss/BSqYyka2kWevAzXx3Gi7+jnoOT5he+AqsrCPygMXSYdnFtkYBzzfN1yaO6MGWd1+ZeW2+KOm1EVhQY0y0NEhRxPmdCyQ47H1YSfVWx/nUQ1aJGiBDhjsWmsOBSmRz6Dz6O+ZkLmLqku2SBTWKS2RRGuLtm82oxNTIIVy5XkWGAeXhc4yMzk+N45OlHk6drhgAACkBJREFUAABCZv3Vd8eRb9LdOscGKYffVAuqKbeI7Rk9x9K87got+Q6MF1TUsmobhyx5mHxA5al371OrLpbR3eTwq6/h/vv7AQBd3ZpE9mtldG3Va00xhti/tx8fvKPXffILnwcAnDyqlRLtu9rx8v95np9LY0+JVAqjQzoO2x81Ky7eP6PCleCOa7u8lypVxEh/aaQlt1wqBfLQ9lilCtQYUwOtDUPLIg4ElojH/+PGh2t3/FDli+fbXZTqIIGFIchSPaNWtZ3ofWTZaGeZckIJ1yBB0naZDBIkrUUSg0PKUI4JH7dahMeYa2+PxtuGx5eRa9AEzM5Otbqa7tLH506fQ0NeWfyLi6x+6erA0F+qeOjuFvUSRq6U0NyjVt+9W/U+GTiuKjJ3bevFlYkhAEC+RSk77uVBJC0Rl5ZFNp5AlTE42yO3xKSO5/lBMszOY9V1AM/OKa0jhOJbtHDq4uD1vlK+Peb79RgVY6MuXMRJU7GySWvJGoUD/07QpSdMvVhNJ6mTWWzAv47w+yzFoxJKFrAaQernWA3frycUrHVnjAcnsAKtKKgdv3wkqkhkwUWIEOGOxaaw4CyaWnahqUXJiQvzGtO6fG4QW9soYMi4y+kLmhGr+S6WaeklaE3lFpZw+piSLxco4piOx9GT19hbul1jdZ96VC2AkZNj8BlXamRP1oXZcWxlXC5e1vNKCgGx1Uzq9SdpIe67px+1Kf17KqHjbu/oRoKlMu0813Pfew6H7tM43vRFPcfgsL7+048/jgP79PxvsSP6xx+4H3/xulobNn7VubUNtUEd77beXgDA8ZMngseXBy/o3AQpekGSJWXZnFo4E1cnAiqKT+KuJdX68IOdNG6s1VGrZ9hodfio77gIyLmWKIogrhOjskY65SLPzHSSfUB9+HCZCYsn7fVpbYrATdlYE4VGHQPP0Sx1zKiltb87josLOs4LVIy5RIv54YcfwltH3tP3slRq6uwF3P+Yio3ODCoBO9fcBq+g38eZUzpHV+fYdEbGAWbBy3E9b4MLpHw1OZeYyS6WqvBooSzMayZ7iRniuCsB+bZm6zg9g9o1hoxzrd6dY60ZuUYT7Z5dfahaq4dleCVTw5f+lV7jtWdXWkzGePVsZ5hMi3Asrf545Xvtd+us0VLwWsFLx6m3DKxTPezjazO4jvjBmOrvqy9PxtiesKngpDZu/GHYVAtcGI1NmiDYd7AbUxP6o704oG5DF8UIPc/DzBwlcli0/elH9uHMJb1ZZ7nA7d+9DakedRdBjlCsRakTBbeKzqRe6+SoVhm0NWRQpsxOYUYXoLv37kPPp/VHdeT1VwAAD3+GYinVJRx7T6kmXVP6xZ4YOoKd9+pi9tYPlD/X19cTSNd8cF4/S43f+vjkKM5ftrwsDWCfGbqEfIMuzDMs0r5n6zacI89vnBw5yw3r62zHubPqvjqs52tpzGFiWpMQ9obIpNOYI00k4LLZxcn4yi8EYCrLfJ+3ootV8L91c+ziyEPZeCxwc23/iHxDOujt+tAD6kJWOu4GxvQzXBjVMMTkpFaVJJJ5LLHGtrFR6Q5NTe24q0nnpjGh3/el8YvIcbFbZhYlzUTE5OgUfBa+b9+tYYXZqXFMLqrb35XVxXLXvZ9E3Nd7JUEh0C0DFzjHZ7DnMaUAvUseZDabwrkJXey2s8/u+dExJJN6fbsxlK1KsXg49u/0vMtFfY2BwWe/diX4W+fPDb4H2xsUgaKvA7vY5FpJ/3B8+FW7MShcxwWChWGVkq7UXxksMeKh3tvALmxxhJ1jfa/VbfJDnDhSPZAILV6rqhZC5zDmWle5XqnhhihC1g0NiWvy3qnfcw7g3zjRELmoESJEuGNxQ7mkDRmEyCSAJQBTt3ssANoQjSOMaBwrEY1jJTbDOLYbY9rXOrApFjgAEJG3r6fpFI0jGkc0jmgcN4PIRY0QIcIdi2iBixAhwh2LzbTAfft2D4CIxrES0ThWIhrHSmyWcayJTRODixAhQoRbjc1kwUWIECHCLUW0wEWIEOGOxaZY4ETkKfZRPS8iv75B19wmIodFZEBEPhCRr/H5FhF5RUTO8f8Pk0O9leNxReRdEXmBj3eIyA84J38sIokbneMWjCEvIs+x5+0pEXnkdsyHiPwqv5OTIvJdEUlt1Hxcpw/wmnMgimc5phMi8uA6j2PD+xGvNY7QsV8TESMibXy8bvNxs7jtC5xoAdzvAngawF4AX2F/1fVGDcCvGWP2AjgE4Jd43V8H8Koxpg/Aq3y8EfgagFOhx78F4N8aY+4GMAvg5zdgDN8E8KIx5h4ABzieDZ0PEdkK4KsADrIPrwvgy9i4+fhPAJ5a9dz15uBpqCx/H4BfAPCtdR7HKwD2G2PuA3AWqqwN3rdfBrCP7/k9uVaM7VaOAyKyDcBnAVwKPb2e83FzMMbc1n8AHgHwUujxMwCeuQ3j+N8AfhLAGQBb+NwWAGc24Nrd0B/OZwC8AC3emwIQW2uO1mkMTQAGwcRT6PkNnQ/UW0+2QGulXwDwuY2cDwC9AE7eaA4A/AcAX1nrdesxjlXH/iaA7/DvFb8ZAC8BeGQ9xwHgOegmOASgbSPm42b+3XYLDj9CL9X1AhtbPwDgBwA6jTFjPDQOoHMDhvA70CY+thq5FcCcqcuWbsSc7AAwCeCP6Cr/RxFpwAbPhzHmCoB/A7UMxgDMAziGjZ+PMK43B7fz3r2pfsS3AiLyRQBXjDHHVx267b/l1dgMC9xthYhkAfwJgF8xxiyEjxndhtaVRyMiPwVgwhhzbD2v8xEQA/AggG8ZYx6A1gavcEc3aD6aAXwRuuB2AWjAGi7S7cJGzMGNID9GP+JbcO0MgH8K4J9v9LVvBpthgbttvVRF+5j9CdTU/1M+fVVEtvD4FgAT6zyMRwF8QUSGAHwP6qZ+E0Be6oJYGzEnIwBGjDE/4OPnoAveRs/HkwAGjTGTxpgqgD+FztFGz0cY15uDDb93pd6P+Ge42G70OHZBN5/jvGe7AbwjIndt8Dg+EjbDAncUQB+zZAlosPT59b6oiAi0O9gpY8w3QoeeB/Cz/PtnobG5dYMx5hljTLcxphf62V8zxvwMgMMAvrSB4xgHcFlE+vnUE9D2jxs6H1DX9JCIZPgd2XFs6HyswvXm4HkAf4/Zw0MA5kOu7C2H1PsRf8Fc24/4yyKSFJEd+Ij9iG8Gxpj3jTEdxphe3rMjAB7k/bOh8/GRcDsDgKFg5OehWaELAL6+Qdd8DOpqnADwHv99Hhr/ehXAOQDfB9CygfPwOIAX+PdO6E16HsD/AJDcgOvfD+Btzsn/AtB8O+YDwG8AOA3gJID/Au3BuyHzAeC70NhfFfrj/fnrzQE0GfS7vG/fh2Z+13Mc56ExLnu//n7o9V/nOM4AeHo9x7Hq+BDqSYZ1m4+b/ReVakWIEOGOxWZwUSNEiBBhXRAtcBEiRLhjES1wESJEuGMRLXARIkS4YxEtcBEiRLhjES1wESJEuGMRLXARIkS4Y/H/AdVqRm/erJH5AAAAAElFTkSuQmCC\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"251.467969pt\" version=\"1.1\" viewBox=\"0 0 312.2875 251.467969\" width=\"312.2875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 251.467969 \nL 312.2875 251.467969 \nL 312.2875 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \nL 305.0875 10.149844 \nL 33.2875 10.149844 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8676aeaef7)\">\n    <image height=\"218\" id=\"image38e94b2036\" transform=\"scale(1 -1)translate(0 -218)\" width=\"272\" x=\"33\" xlink:href=\"data:image/png;base64,\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\" y=\"-9.467969\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"me72c442fa3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.136875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(30.955625 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.111875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(61.749375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.086875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(95.724375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.061875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(129.699375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.036875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(163.674375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"204.011875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(194.468125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"237.986875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 120 -->\n      <g transform=\"translate(228.443125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"271.961875\" xlink:href=\"#me72c442fa3\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 140 -->\n      <g transform=\"translate(262.418125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m1ac0bd7767\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(19.925 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"44.974219\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20 -->\n      <g transform=\"translate(13.5625 48.773438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"78.949219\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 40 -->\n      <g transform=\"translate(13.5625 82.748437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"112.924219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 60 -->\n      <g transform=\"translate(13.5625 116.723438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"146.899219\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 80 -->\n      <g transform=\"translate(13.5625 150.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"180.874219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 100 -->\n      <g transform=\"translate(7.2 184.673438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m1ac0bd7767\" y=\"214.849219\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 120 -->\n      <g transform=\"translate(7.2 218.648438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 33.2875 227.589844 \nL 33.2875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 305.0875 227.589844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 33.2875 10.149844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8676aeaef7\">\n   <rect height=\"217.44\" width=\"271.8\" x=\"33.2875\" y=\"10.149844\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(unpreprocess(imgs[0]).permute(1,2,0)[::4,::4])\n",
    "plt.imshow(depth, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import load_ckpt\n",
    "from models.mvsnet import MVSNet\n",
    "from inplace_abn import ABN\n",
    "model = MVSNet(ABN).cuda()\n",
    "load_ckpt(model, 'ckpts/exp5/_ckpt_epoch_14.ckpt')\n",
    "model.eval();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Do inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "inference time 0.1944897174835205\n"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"251.467969pt\" version=\"1.1\" viewBox=\"0 0 312.2875 251.467969\" width=\"312.2875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 251.467969 \nL 312.2875 251.467969 \nL 312.2875 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \nL 305.0875 10.149844 \nL 33.2875 10.149844 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p87496c3421)\">\n    <image height=\"218\" id=\"imagef89d41d3f3\" transform=\"scale(1 -1)translate(0 -218)\" width=\"272\" x=\"33\" xlink:href=\"data:image/png;base64,\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\" y=\"-9.467969\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"ma47257b3d4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.136875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(30.955625 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.111875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(61.749375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.086875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(95.724375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.061875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(129.699375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.036875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(163.674375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"204.011875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(194.468125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"237.986875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 120 -->\n      <g transform=\"translate(228.443125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"271.961875\" xlink:href=\"#ma47257b3d4\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 140 -->\n      <g transform=\"translate(262.418125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m57b3b1e462\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(19.925 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"44.974219\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20 -->\n      <g transform=\"translate(13.5625 48.773438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"78.949219\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 40 -->\n      <g transform=\"translate(13.5625 82.748437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"112.924219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 60 -->\n      <g transform=\"translate(13.5625 116.723438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"146.899219\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 80 -->\n      <g transform=\"translate(13.5625 150.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"180.874219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 100 -->\n      <g transform=\"translate(7.2 184.673438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m57b3b1e462\" y=\"214.849219\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 120 -->\n      <g transform=\"translate(7.2 218.648438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 33.2875 227.589844 \nL 33.2875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 305.0875 227.589844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 33.2875 10.149844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p87496c3421\">\n   <rect height=\"217.44\" width=\"271.8\" x=\"33.2875\" y=\"10.149844\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = time.time()\n",
    "with torch.no_grad():\n",
    "    depth_pred, confidence = model(imgs.unsqueeze(0).cuda(),\n",
    "                                   proj_mats.unsqueeze(0).cuda(),\n",
    "                                   depth_values.unsqueeze(0).cuda())\n",
    "    torch.cuda.synchronize()\n",
    "print('inference time', time.time()-t)\n",
    "plt.imshow(unpreprocess(imgs[0]).permute(1,2,0)[::4,::4])\n",
    "plt.imshow(depth_pred[0].cpu(), alpha=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference: show pixels whose absolute depth error is less than 2mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"251.467969pt\" version=\"1.1\" viewBox=\"0 0 312.2875 251.467969\" width=\"312.2875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 251.467969 \nL 312.2875 251.467969 \nL 312.2875 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \nL 305.0875 10.149844 \nL 33.2875 10.149844 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p7b904a1d58)\">\n    <image height=\"218\" id=\"image2aa0fd7897\" transform=\"scale(1 -1)translate(0 -218)\" width=\"272\" x=\"33.2875\" xlink:href=\"data:image/png;base64,\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\" y=\"-9.589844\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"maf24786d98\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.136875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(30.955625 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.111875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(61.749375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.086875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(95.724375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.061875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(129.699375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.036875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(163.674375 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"204.011875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(194.468125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"237.986875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 120 -->\n      <g transform=\"translate(228.443125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"271.961875\" xlink:href=\"#maf24786d98\" y=\"227.589844\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 140 -->\n      <g transform=\"translate(262.418125 242.188281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m552e541c91\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(19.925 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"44.974219\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20 -->\n      <g transform=\"translate(13.5625 48.773438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"78.949219\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 40 -->\n      <g transform=\"translate(13.5625 82.748437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"112.924219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 60 -->\n      <g transform=\"translate(13.5625 116.723438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"146.899219\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 80 -->\n      <g transform=\"translate(13.5625 150.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"180.874219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 100 -->\n      <g transform=\"translate(7.2 184.673438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m552e541c91\" y=\"214.849219\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 120 -->\n      <g transform=\"translate(7.2 218.648438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 33.2875 227.589844 \nL 33.2875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 305.0875 227.589844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 33.2875 227.589844 \nL 305.0875 227.589844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 33.2875 10.149844 \nL 305.0875 10.149844 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p7b904a1d58\">\n   <rect height=\"217.44\" width=\"271.8\" x=\"33.2875\" y=\"10.149844\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(torch.abs(depth-depth_pred.cpu())[0]<2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3.6.10 64-bit ('pl': conda)",
   "language": "python",
   "name": "python361064bitplcondaebfac4eb46164a02aab13be3a0a4f6d7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10-final"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 2
}